{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "243ebfe5-a7aa-45c8-9242-7567dc3cd824",
   "metadata": {},
   "source": [
    "# 0 数据提取处理定义时间范围"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f7f6fde2-efeb-4e57-902c-002dc5217405",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import xarray as xr\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Load the NetCDF file\n",
    "file_path = 'biliu_inq_interpolated.csv'\n",
    "data = pd.read_csv(file_path)\n",
    "\n",
    "# 后续操作需要读取列名与该数据不一致这里统一进行更改\n",
    "data = data.rename(columns={'TM': 'time', 'INQ': 'streamflow'})\n",
    "\n",
    "# 填充缺失值为前后5小时的平均值\n",
    "data['streamflow'] = data['streamflow'].fillna(\n",
    "    data['streamflow'].rolling(window=11, min_periods=1).mean()\n",
    ")\n",
    "\n",
    "# Extracting data for the period July to September 2019\n",
    "start_date = '2019-08-10'\n",
    "end_date = '2019-08-25'\n",
    "\n",
    "data['time'] = pd.to_datetime(data['time'])\n",
    "streamflow_data = data[(data['time']>start_date) & (data['time']<end_date)]\n",
    "streamflow_data\n",
    "# Plotting the streamflow data\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.plot(streamflow_data['time'], streamflow_data['streamflow'].squeeze(), label='Streamflow')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Streamflow')\n",
    "plt.title('Streamflow Data from July to September 2019')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4cb0e228-1e9f-453a-a5a9-fc111365f7e3",
   "metadata": {},
   "source": [
    "# 1 论文算法复现"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94901db9-c842-40d6-9df3-bea7e5aa67b0",
   "metadata": {
    "tags": []
   },
   "source": [
    "## 无迹卡尔曼滤波"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "bfcb134e-362b-45fe-a61c-e8504795be3e",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "def kalman_filter(streamflow_data):\n",
    "    A = np.array([[1]])  # State transition matrix\n",
    "    H = np.array([[1]])  # Measurement matrix\n",
    "    Q = np.array([[0.01]])  # Process noise covariance\n",
    "    R = np.array([[0.01]])  # Measurement noise covariance\n",
    "    X_estimated = np.array([streamflow_data[0]])  # Initial state estimate\n",
    "    P_estimated = np.eye(1) * 0.01  # Initial state covariance estimate\n",
    "    estimated_states = []\n",
    "\n",
    "    for measurement in streamflow_data:\n",
    "        # Prediction step\n",
    "        X_predicted = A.dot(X_estimated)\n",
    "        P_predicted = A.dot(P_estimated).dot(A.T) + Q\n",
    "\n",
    "        # Update step\n",
    "        measurement_residual = measurement - H.dot(X_predicted)\n",
    "        S = H.dot(P_predicted).dot(H.T) + R\n",
    "        K = P_predicted.dot(H.T).dot(np.linalg.inv(S))  # Kalman gain\n",
    "        X_estimated = X_predicted + K.dot(measurement_residual)\n",
    "        P_estimated = P_predicted - K.dot(H).dot(P_predicted)\n",
    "        estimated_states.append(X_estimated.item())\n",
    "\n",
    "    return estimated_states\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8155ab4d-46b0-4998-bacd-d5e01582f961",
   "metadata": {},
   "source": [
    "## 滑动平均"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "dec9b44e-9d1b-449a-9a8c-c56180d90a66",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "def moving_average(streamflow_data, window_size=20):\n",
    "    return np.convolve(streamflow_data, np.ones(window_size)/window_size, mode='same')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5e4fda8-77f6-4a16-be36-64022a69525f",
   "metadata": {},
   "source": [
    "## 抗差修正"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "37db0737-0e10-465c-a2ac-7f870332d61c",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy.optimize import curve_fit\n",
    "\n",
    "def quadratic_function(x, a, b, c):\n",
    "    return a * x**2 + b * x + c\n",
    "\n",
    "def robust_fitting(streamflow_data, k=1.5):\n",
    "    time_steps = np.arange(len(streamflow_data))\n",
    "    params, _ = curve_fit(quadratic_function, time_steps, streamflow_data)\n",
    "    smoothed_streamflow = quadratic_function(time_steps, *params)\n",
    "    residuals = streamflow_data - smoothed_streamflow\n",
    "    m = len(streamflow_data)\n",
    "    sigma = np.sqrt(np.sum(residuals**2) / (m - 1))\n",
    "\n",
    "    for _ in range(10):\n",
    "        weights = np.where(np.abs(residuals) <= k * sigma, 1, k * sigma / np.abs(residuals))\n",
    "        sigma = np.sqrt(np.sum(weights * residuals**2) / (m - 1))\n",
    "\n",
    "    corrected_streamflow = weights * streamflow_data + (1 - weights) * smoothed_streamflow\n",
    "    return corrected_streamflow\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d687a55-b949-42f4-a17a-a0dd5d18d5d7",
   "metadata": {},
   "source": [
    "## 数据拟合"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2bd5216e-510a-411d-9803-c548f771f4c5",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 提取一维流量数据\n",
    "streamflow_values = streamflow_data['streamflow'].values.squeeze()\n",
    "\n",
    "# 卡尔曼滤波\n",
    "kalman_filtered_data = kalman_filter(streamflow_values)\n",
    "\n",
    "# 滑动平均\n",
    "moving_averaged_data = moving_average(streamflow_values)\n",
    "\n",
    "# 抗差修正\n",
    "robust_corrected_data = robust_fitting(streamflow_values)\n",
    "\n",
    "# 绘图\n",
    "plt.figure(figsize=(15, 8))\n",
    "plt.plot(streamflow_data['time'], streamflow_values, label='Original Streamflow', color='blue', alpha=0.7)\n",
    "plt.plot(streamflow_data['time'], kalman_filtered_data, label='Kalman Filtered', color='red', linestyle='--')\n",
    "plt.plot(streamflow_data['time'], moving_averaged_data, label='Moving Average', color='green', linestyle='--')\n",
    "plt.plot(streamflow_data['time'], robust_corrected_data, label='Robust Corrected', color='purple', linestyle='--')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Streamflow')\n",
    "plt.title('Streamflow Data with Different Processing Methods (July to September 2019)')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b1072d1-d99d-44f7-931b-c00c7af8f669",
   "metadata": {},
   "source": [
    "# 2 信号方法应用处理"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d03eba58-f67c-42be-bc3b-df199c2623fe",
   "metadata": {
    "tags": []
   },
   "source": [
    "## 低通滤波器 可保证总量一致性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "869ee119-8a03-4e4e-ada8-2e4227e86829",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original Total Flow: 27510.18302469136\n",
      "Adjusted Filtered Total Flow: 27510.18302469136\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABW0AAAJOCAYAAADMCCWlAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/OQEPoAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd1hTZxsG8DuEvYcgqAiIE8WtdW+xbuvucLTaqrVaV2v9WleddW9rrVVbsdpaa621dda9Z93ixFYFFQGRFZLz/XE8gUCAANncv+viIp6cnLw5vCRy58nzygRBEEBEREREREREREREZsHG1AMgIiIiIiIiIiIiokwMbYmIiIiIiIiIiIjMCENbIiIiIiIiIiIiIjPC0JaIiIiIiIiIiIjIjDC0JSIiIiIiIiIiIjIjDG2JiIiIiIiIiIiIzAhDWyIiIiIiIiIiIiIzwtCWiIiIiIiIiIiIyIwwtCUiIiIiIiIiIiIyIwxtiYiIXomKikJERAQ8PDwgk8mwbds2rFu3DjKZDPfu3TP18CxSUlIS/Pz8EBkZqZfj3bt3DzKZDOvWrdPL8QgIDg5Gp06dTD0Mi9C3b1/07t3b1MPQcODAAchkMhw4cKDAtzXW71NwcDAGDhxo0PswpeyPryg/E1Nr0aIFWrRoYephEHL+LCzt9c/SxktEZI4Y2hIRUa4uXbqEnj17IigoCI6OjihdujTatm2LpUuXauw3c+ZMbNu2zTSD1KMBAwbg0qVLmDFjBn744QfUrVvX1ENSa9GiBWQyGWQyGWxsbODu7o5KlSqhX79+2LNnT5GOvWLFCoP9UbV48WK4ubmhb9++6m1TpkyBTCbD06dPDXKfBZWUlITJkyejWrVqcHFxgY+PD2rWrImPP/4YDx8+NOh9G/LcW4rk5GQsX74cERERCAgIgJubG2rVqoWVK1dCqVTm2F+lUmHOnDkICQmBo6Mjqlevjh9//DHHfqdOncKHH36IOnXqwM7ODjKZLNcxxMTE4N1334Wfnx+cnJxQu3Zt/Pzzzzn2Gz9+PH755RdcvHixaA8awLNnz/DJJ5+gUqVKcHR0hLe3N9q1a4cdO3YU+dhUcEqlEqVKlYJMJsOff/5p6uHk6dixY5gyZQri4+NNNgZzfbNHCsylLzs7O5QrVw79+/fHnTt3TD08DVnHmfXL399f52Ps3LkTU6ZMMdwgiYjIpGxNPQAiIjJPx44dQ8uWLVG2bFm8//778Pf3x4MHD3DixAksXrwYI0aMUO87c+ZM9OzZE926dTPdgIsoJSUFx48fx+eff46PPvrI1MPRqkyZMpg1axYA4OXLl7h16xa2bt2KDRs2oHfv3tiwYQPs7OwKfNwVK1agRIkSeq+EUygUWLx4MUaPHg25XK7XY+uLQqFAs2bNcP36dQwYMAAjRoxAUlISrly5go0bN+KNN95AqVKlDHb/hjr3luTOnTsYMWIEWrdujTFjxsDd3R27du3Chx9+iBMnTmD9+vUa+3/++eeYPXs23n//fdSrVw+//fYb3nrrLchkMo03B3bu3Ilvv/0W1atXR7ly5XDz5k2t95+YmIgmTZogJiYGH3/8Mfz9/fHTTz+hd+/eiIyMxFtvvaXet1atWqhbty7mz5+P77//vtCP+caNG2jdujWePHmCd999F3Xr1kV8fDwiIyPRuXNnjBs3DnPnztXpWM2aNUNKSgrs7e0LPI6goCCkpKQU6nnD2uzfvx+PHj1CcHAwIiMj0b59+0Ifqyg/E10cO3YMU6dOxcCBA+Hp6WmQ+7B0I0eORL169aBQKHDu3Dl88803+OOPP3Dp0iWDPqcXVNu2bdG/f3+NbU5OTgCA3bt353v7nTt3Yvny5QxuiYisFENbIiLSasaMGfDw8MDp06dz/FEYGxtb6OO+fPkSLi4uRRyd/j158gQAzPoPYA8PD7zzzjsa22bPno2RI0dixYoVCA4OxldffWWi0eW0Y8cOPHnyxOw+Tp7Vtm3bcP78+RzhHACkpqYiPT3dRCOzLhkZGVCpVFpDLH9/f1y6dAlVq1ZVbxsyZAjee+89rF27FhMnTkT58uUBAP/99x/mz5+P4cOHY9myZQCAwYMHo3nz5vjkk0/Qq1cv9RsEw4YNw/jx4+Hk5ISPPvoo19B21apVuHXrFvbt24dWrVqpb9ugQQOMHTsWPXv21Bh37969MXnyZKxYsQKurq4FPhcKhQI9e/bE8+fPcejQIbz22mvq60aPHo23334b8+bNQ926ddGnT59cj5Oamgp7e3vY2NjA0dGxwOMAxEq/wt7W2mzYsAG1a9fGgAED8L///a9Ir1VF+ZmQfjRt2hQ9e/YEALz77ruoWLEiRo4cifXr12PChAkmHl2mihUr5nhdlxgq9M+PIAhITU1Vh8dERGQ6bI9ARERa3b59G1WrVtUaYvr5+akvy2QyvHz5EuvXr1d/tE+qGpQ+Bn/16lW89dZb8PLyQpMmTdS33bBhA+rUqQMnJyd4e3ujb9++ePDggcZ9HT58GL169ULZsmXh4OCAwMBAjB49GikpKRr7DRw4EK6uroiOjkanTp3g6uqK0qVLY/ny5QDEVg+tWrWCi4sLgoKCsHHjRvVtp0yZgqCgIADAJ598AplMhuDg4DzPz4oVK1C1alU4ODigVKlSGD58uMZHVZcsWQK5XK6xbf78+ZDJZBgzZox6m1KphJubG8aPH5/n/eVGLpdjyZIlCAsLw7Jly5CQkKC+bu3atWjVqhX8/Pzg4OCAsLAwrFy5UuP2wcHBuHLlCg4ePKj++Uk99OLi4jBu3DiEh4fD1dUV7u7uaN++vc4fDd+2bRuCg4MRGhqa77659bzMr7/i2rVrIZPJcP78+RzXzZw5E3K5HP/991+ut799+zYAoHHjxjmuc3R0hLu7u8a269evo2fPnvD29oajoyPq1q2L7du3a+wj9UE+dOgQhgwZAh8fH7i7u6N///54/vy5xmPO7dwDQHx8PEaNGoXAwEA4ODigfPny+Oqrr6BSqdT7SD0D582bh+XLl6NcuXJwdnZGREQEHjx4AEEQMG3aNJQpUwZOTk7o2rUr4uLitJ6L3bt3o2bNmnB0dERYWBi2bt2aY5+CjmnRokUIDQ2Fg4MDrl69qvV+S5QooRHYSt544w0AwLVr19TbfvvtNygUCnz44YfqbTKZDMOGDcO///6L48ePq7eXLFlSp9Dh8OHD8PX1VQe2gBi69e7dG48fP8bBgwc19m/bti1evnyZoy1JdHQ0rl+/nu/9/fLLL7h8+TI+++wzjcAWEH+fV61aBU9PT43KOekj35s2bcIXX3yB0qVLw9nZGYmJibn2T5Xmg5OTE+rXr4/Dhw/r1CNTei7977//0K1bN7i6usLX1xfjxo3L0a5i3rx5aNSoEXx8fODk5IQ6depgy5Yt+Z6D7BQKBby9vfHuu+/muC4xMRGOjo4YN26cetvSpUtRtWpVODs7w8vLC3Xr1tV4Ti+olJQU/Prrr+qexSkpKfjtt99y7CcIAqZPn44yZcrA2dkZLVu2xJUrV3Lsp+1nUpDnuLwe35QpU/DJJ58AAEJCQtTPHVn7ruvy2goA33zzDUJDQzXmiD5lZGRg2rRp6ueA4OBg/O9//0NaWpp6nzFjxsDHxweCIKi3jRgxAjKZDEuWLFFvi4mJgUwmy/Eapivp9/vu3bsAdHt9BIAzZ86gXbt2KFGiBJycnBASEoL33ntPY59NmzahTp06cHNzg7u7O8LDw7F48eJCjTOr/F7/Bg4cqP4/Ttb2ChKVSoVFixahatWqcHR0RMmSJTFkyBCN1yEgs9XFrl27ULduXTg5OWHVqlUAdHvOl/YbOHAgPDw84OnpiQEDBpi0fQcRkbVgpS0REWkVFBSE48eP4/Lly6hWrVqu+/3www8YPHgw6tevjw8++AAAcoR0vXr1QoUKFTBz5kz1H2YzZszAxIkT0bt3bwwePBhPnjzB0qVL0axZM5w/f14dFv/8889ITk7GsGHD4OPjg1OnTmHp0qX4999/c/ScVCqVaN++PZo1a4Y5c+YgMjISH330EVxcXPD555/j7bffRvfu3fH111+jf//+aNiwIUJCQtC9e3d4enpi9OjRePPNN9GhQ4c8K+imTJmCqVOnok2bNhg2bBhu3LiBlStX4vTp0zh69Cjs7OzQtGlTqFQqHDlyRN337/Dhw7CxsdH4w/j8+fNISkpCs2bNdP/hZCOXy/Hmm29i4sSJOHLkCDp27AgAWLlyJapWrYouXbrA1tYWv//+Oz788EOoVCoMHz4cALBo0SKMGDECrq6u+PzzzwGIYRcgfmx927Zt6NWrF0JCQhATE4NVq1ahefPmuHr1ar4fMT127Bhq165d6Meli549e2L48OGIjIxErVq1NK6LjIxEixYtULp06VxvL4X133//Pb744os8+55euXIFjRs3RunSpfHZZ5/BxcUFP/30E7p164ZffvlFHTJKPvroI3X4Js2R+/fvqwOdvM59cnIymjdvjv/++w9DhgxB2bJlcezYMUyYMAGPHj3CokWLcjzW9PR0jBgxAnFxcZgzZw569+6NVq1a4cCBAxg/fjxu3bqFpUuXYty4cfjuu+80bh8VFYU+ffpg6NChGDBgANauXYtevXrhr7/+Qtu2bQs1prVr1yI1NRUffPABHBwc4O3tneu51ebx48cAxFBXcv78ebi4uKBKlSoa+9avX199fdY3hnSRlpamNdx1dnYGAJw9e1Z9DgAgLCwMTk5OOHr0qMbPvH///jh48KBG+KTN77//rt5fGw8PD3Tt2hXr16/HrVu31FXGADBt2jTY29tj3LhxSEtLy7USb+XKlfjoo4/QtGlTjB49Gvfu3UO3bt3g5eWFMmXK5Dk+QHwubdeuHV577TXMmzcPe/fuxfz58xEaGophw4ap91u8eDG6dOmCt99+G+np6di0aRN69eqFHTt2qJ+HdGFnZ4c33ngDW7duxapVqzQe17Zt25CWlqZufbF69WqMHDkSPXv2xMcff4zU1FT8888/OHnyZI5qeV1t374dSUlJ6Nu3L/z9/dGiRQut1feTJk3C9OnT0aFDB3To0AHnzp1DRESEXivy83t83bt3x82bN/Hjjz9i4cKF6t8PX19fALq/tq5ZswZDhgxBo0aNMGrUKNy5cwddunSBt7c3AgMD9fJYBg8ejPXr16Nnz54YO3YsTp48iVmzZuHatWv49ddfAYgVsQsXLsSVK1fU/9fI+lo5cuRI9TYAhX6tlN6g8/HxAaDb62NsbCwiIiLg6+uLzz77DJ6enrh3757GG1p79uzBm2++idatW6s/6XLt2jUcPXoUH3/8cb7jSk1NzdHf3c3NDQ4ODvnedsiQIXj48CH27NmDH374Qev169atw7vvvouRI0fi7t27WLZsGc6fP6/+v4rkxo0bePPNNzFkyBC8//77qFSpks7P+YIgoGvXrjhy5AiGDh2KKlWq4Ndff8WAAQPyfQxERJQPgYiISIvdu3cLcrlckMvlQsOGDYVPP/1U2LVrl5Cenp5jXxcXF2HAgAE5tk+ePFkAILz55psa2+/duyfI5XJhxowZGtsvXbok2NraamxPTk7OcdxZs2YJMplMuH//vnrbgAEDBADCzJkz1dueP38uODk5CTKZTNi0aZN6+/Xr1wUAwuTJk9Xb7t69KwAQ5s6dq3Ffa9euFQAId+/eFQRBEGJjYwV7e3shIiJCUCqV6v2WLVsmABC+++47QRAEQalUCu7u7sKnn34qCIIgqFQqwcfHR+jVq5cgl8uFFy9eCIIgCAsWLBBsbGyE58+f53icWTVv3lyoWrVqrtf/+uuvAgBh8eLF6m3azl27du2EcuXKaWyrWrWq0Lx58xz7pqamajxGQRDPk4ODg/Dll1/mOV6FQiHIZDJh7NixOa6T5sWTJ0/U24KCgrTOoebNm2uMTfo5rV27Vr3tzTffFEqVKqUx1nPnzuXYT5vk5GShUqVKAgAhKChIGDhwoLBmzRohJiYmx76tW7cWwsPDhdTUVPU2lUolNGrUSKhQoYJ6mzRn6tSpo/H7MmfOHAGA8Ntvv6m35Xbup02bJri4uAg3b97U2P7ZZ58JcrlciI6O1jgfvr6+Qnx8vHq/CRMmCACEGjVqCAqFQuNc2dvbazyGoKAgAYDwyy+/qLclJCQIAQEBQq1atQo9Jnd3dyE2NjbHY9NFWlqaEBYWJoSEhGiMv2PHjjnmryAIwsuXLwUAwmeffab1eMOHDxdy+2/viBEjBBsbG+HevXsa2/v27SsAED766KMct6lYsaLQvn17jW3NmzfP9T6yqlmzpuDh4ZHnPgsWLBAACNu3bxcEQRD+/vtvAYBQrly5HL/X0nV///23IAjiufPx8RHq1aunce7WrVsnAMj390l6Ls3+O16rVi2hTp06GtuyjyU9PV2oVq2a0KpVK43tuf1+Z7Vr1y4BgPD7779rbO/QoYPGz7xr1655PhcWRqdOnYTGjRur//3NN98Itra2GvNXeu7v2LGjoFKp1Nv/97//CQA0Hl/2n4kg6P4cp8vjmzt3rsbrkkTX19b09HTBz89PqFmzppCWlqbxuLPPkdwEBQUJHTt2zPX6CxcuCACEwYMHa2wfN26cAEDYv3+/IAjieQUgrFixQhAEQYiPjxdsbGyEXr16CSVLllTfbuTIkYK3t7fGuddGOvffffed8OTJE+Hhw4fCH3/8IQQHBwsymUw4ffq0IAi6vT5Kr6vSbbT5+OOPBXd3dyEjIyPPcWkDQOuX9Puoy+tfbs9thw8fFgAIkZGRGtv/+uuvHNul14C//vpLY19dn/O3bdsmABDmzJmj3icjI0No2rSpTq/DRESUO7ZHICIirdq2bYvjx4+jS5cuuHjxIubMmYN27dqhdOnSOT4Onp+hQ4dq/Hvr1q1QqVTo3bs3nj59qv7y9/dHhQoV8Pfff6v3zVoB9/LlSzx9+hSNGjWCIAhaPxI/ePBg9WVPT09UqlQJLi4uGn1VK1WqBE9Pz0KtJL13716kp6dj1KhRsLHJfBl9//334e7ujj/++AOA+PHqRo0a4dChQwDEyptnz57hs88+gyAI6o9xHz58GNWqVStyL12pMvjFixfqbVnPXUJCAp4+fYrmzZvjzp07Gm0UcuPg4KB+jEqlEs+ePYOrqysqVaqEc+fO5XnbuLg4CIIALy+vwjycAunfvz8ePnyoMW8iIyPh5OSEHj165HlbJycnnDx5Uv1x43Xr1mHQoEEICAjAiBEj1B/jjYuLw/79+9G7d2+8ePFCPWefPXuGdu3aISoqKkcbhg8++ECjkmnYsGGwtbXFzp07831MP//8M5o2bQovLy+N35E2bdpAqVSq55WkV69e8PDwUP9b+tj9O++8A1tbW43t6enpOcZaqlQpjapRqZ3D+fPn1RWvBR1Tjx491NV/BfXRRx/h6tWrWLZsmcb4U1JStFagSf1Ds7dN0cXgwYMhl8vRu3dvHDt2DLdv38asWbPUlYDajimdg6wOHDiQb5UtIP6Ourm55bmPdH1iYqLG9gEDBuTb8uHMmTN49uwZ3n//fY1z9/bbbxfo9zH783bTpk1zPGdmHcvz58+RkJCApk2b5vv8oE2rVq1QokQJbN68WeOYe/bs0ejt6+npiX///RenT58u8H1o8+zZM+zatQtvvvmmeluPHj0gk8nw008/qbdJz/3SR/clo0aN0ss4JEV5fLq+tp45cwaxsbEYOnSoRlWz9PF2fZCe57K2AwKAsWPHAoD6tdLX1xeVK1dWP38cPXoUcrkcn3zyCWJiYhAVFQVAfK1s0qRJnp+GyOq9996Dr68vSpUqhY4dO6rbONWtWxeAbq+P0uvyjh07oFAotN6Pp6en1nYpuuratSv27Nmj8dWuXbtCHSurn3/+GR4eHmjbtq3GXKhTpw5cXV01Xi8BsdVG9vvV9Tl/586dsLW11ajCl8vlGgvWEhFR4bA9AhER5apevXrYunUr0tPTcfHiRfz6669YuHAhevbsiQsXLiAsLEyn44SEhGj8OyoqCoIgoEKFClr3zxp0RUdHY9KkSdi+fXuOPmzZg0dHR8ccIZGHhwfKlCmT4w89Dw+PHMfTxf379wGIwW9W9vb2KFeunPp6QAw5pkyZgpSUFBw+fBgBAQGoXbs2atSogcOHD6Nt27Y4cuSIXhbqSkpKAgCNMOjo0aOYPHkyjh8/juTkZI39ExIS8v3jXKVSYfHixVixYgXu3r2r0c9S+ohpfnQJsYqqbdu2CAgIQGRkJFq3bg2VSoUff/wRXbt2VZ+PuLg4jY8wOzk5qR+/h4cH5syZgzlz5uD+/fvYt28f5s2bh2XLlsHDwwPTp0/HrVu3IAgCJk6ciIkTJ2odR2xsrEYrhuzz29XVFQEBARq9J3MTFRWFf/75J9fQM/tigGXLltX4t/TYsn/MWdqefe6XL18+x+9IxYoVAYh9T/39/Qs8puy/97qaO3cuVq9ejWnTpqFDhw4a1zk5OWn0w5Skpqaqry+o6tWrY+PGjRg6dKi6t7G/vz8WLVqEYcOGaW2VIgiCzuFRdm5ubjkC3+ykN1+yh7u6nFPpOShrWwUAsLW1zbdXt0Tbc6mXl1eOebNjxw5Mnz4dFy5c0Pi5FObc2NraokePHti4cSPS0tLg4OCArVu3QqFQaIS248ePx969e1G/fn2UL18eEREReOutt7T2pdbF5s2boVAoUKtWLdy6dUu9/bXXXkNkZKT6o/LSec3+e+3r66vXN6eK8vh0fW3N7bHY2dmhXLlyRXwEUN+HjY1Njnno7+8PT0/PHK+VUsh7+PBh1K1bF3Xr1oW3tzcOHz6MkiVL4uLFixrtKqQ3kyQeHh4av/+TJk1C06ZNIZfLUaJECVSpUkXjTQxdXh+bN2+OHj16YOrUqVi4cCFatGiBbt264a233lK/efThhx/ip59+Qvv27VG6dGlERESgd+/eeP3113U6T2XKlEGbNm102rcgoqKikJCQoLEGQVa6PF/r+px///59BAQE5HiuzP7/JCIiKjiGtkRElC97e3vUq1cP9erVQ8WKFfHuu+/i559/xuTJk3W6ffYgRaVSQSaT4c8//1Sv9J6V9B9/pVKJtm3bIi4uDuPHj0flypXh4uKC//77DwMHDsyxEIa2Y+W13dCBYpMmTaBQKHD8+HEcPnwYTZs2BSD+gXr48GFcv34dT548UW8visuXLwPIDGpu376N1q1bo3LlyliwYAECAwNhb2+PnTt3YuHChTnOnTYzZ87ExIkT8d5772HatGnw9vaGjY0NRo0ale/tvb29IZPJdA7Gcwt5lEplrj8/iVwux1tvvYXVq1djxYoVOHr0KB4+fKixInf37t01FpQaMGCAxuJLkqCgILz33nt44403UK5cOURGRmL69Onqxztu3Lhcq6CyhxNFoVKp0LZtW3z66adar5cCVYkx5n5Bx1SYAHXdunUYP348hg4dii+++CLH9QEBAfj7779zhKaPHj0CgHz7LOemZ8+e6k8VKJVK1K5dW72IVPbHBYihd27BWH6qVKmCCxcuIDo6OkfYLvnnn38AIMcbY8ZazT2/3zlADNe6dOmCZs2aYcWKFQgICICdnR3Wrl1b6EXB+vbti1WrVuHPP/9Et27d8NNPP6Fy5cqoUaOGep8qVargxo0b2LFjB/766y/88ssvWLFiBSZNmoSpU6cW+D4jIyMBaF+MEBB7e+sjyNT1Oa4oj0/X11Zj0iXAb9KkCVavXo07d+6oXytlMhmaNGmCw4cPo1SpUlCpVBqvlQEBARrHWLt2rcZCb+Hh4bmGobq+PspkMmzZsgUnTpzA77//jl27duG9997D/PnzceLECbi6usLPzw8XLlzArl278Oeff+LPP//E2rVr0b9/f6xfv74QZ0w/VCoV/Pz81PM7u+xBrLbnloI+5xMRkf4xtCUiogKRPloohSRAwauqQkNDIQgCQkJC8vxP/6VLl3Dz5k2sX79eY9Gewn4MUR+khatu3Lih8Yd8eno67t69q/FHYv369WFvb4/Dhw/j8OHD6o/gN2vWDKtXr8a+ffvU/y4KpVKJjRs3wtnZWb0I0++//460tDRs375dIxjK/pFIIPef35YtW9CyZUusWbNGY3t8fLzG4lDa2NraIjQ0VL1Sd368vLy0rjR9//59nQKT/v37Y/78+fj999/x559/wtfXVyNcnT9/vkaAnF+45+XlhdDQUHUYLo3Bzs5O56qoqKgotGzZUv3vpKQkPHr0SKN6NLdzHxoaiqSkJINUYGkjVRJnHc/NmzcBQF2daegx/fbbbxg8eDC6d++uXhE9u5o1a+Lbb7/FtWvXNALNkydPqq8vLOnNKcnevXsBIMfjzcjIwIMHD9ClS5dC3U+nTp3w448/qhe/yy4xMRG//fYbKleuXKg3AqTnqFu3bmnMv4yMDNy7dw/Vq1cv1Liz++WXX+Do6Ihdu3ZptKxYu3ZtoY/ZrFkzBAQEYPPmzWjSpAn279+vXqQvKxcXF/Tp0wd9+vRBeno6unfvjhkzZmDChAnqVhm6uHv3Lo4dO4aPPvoIzZs317hOpVKhX79+2LhxI7744gv1eY2KitJ4Tnry5IlOb04V5Dkuv8eX1/OGLq+tWR9Lq1at1NsVCgXu3r2rEZIXVlBQEFQqFaKiojQWDoyJiUF8fLx6DADUYeyePXtw+vRpfPbZZwDE+bBy5UqUKlUKLi4uqFOnjvo22f8fULVqVZ3HVpDXRwBo0KABGjRogBkzZmDjxo14++23sWnTJnU7Jnt7e3Tu3BmdO3eGSqXChx9+iFWrVmHixIl6fTNPm7zmwt69e9G4ceNCv9mj63N+UFAQ9u3bh6SkJI03Bm7cuFGo+yUiokzsaUtERFpJ1WzZSR9hzPqxNxcXF61/jOame/fukMvlmDp1ao77EAQBz549A5BZ7ZV1H0EQsHjxYp3vS9/atGkDe3t7LFmyRGNca9asQUJCgsaK6Y6OjqhXrx5+/PFHREdHa1TapqSkYMmSJQgNDc1RMVQQSqUSI0eOxLVr1zBy5Ei4u7sD0H7uEhIStAYquf385HJ5jp/Pzz//nKMfam4aNmyIM2fO6LRvaGgoTpw4odHCYMeOHXjw4IFOt69evTqqV6+Ob7/9Fr/88gv69u2r8VHYOnXqoE2bNuovKfC7ePGi1o+q379/H1evXlXPcz8/P7Ro0QKrVq3SeMNC8uTJkxzbvvnmG40+iCtXrkRGRgbat2+v3pbbue/duzeOHz+OXbt25bguPj4eGRkZeZyNgnv48KG6hysgBofff/89atasCX9/f4OP6dChQ+jbty+aNWuGyMhIjX7RWXXt2hV2dnZYsWKFepsgCPj6669RunRpNGrUqNBjyCoqKgpff/01OnXqlCP8unr1KlJTU3PcV3R0NK5fv57vsXv27ImwsDDMnj07x++HSqXCsGHD8Pz5c50/yZBd3bp14ePjg9WrV2v8TCIjIwvVEiY3crkcMplMo23KvXv3sG3btkIf08bGBj179sTvv/+OH374ARkZGRqtEQCoXx8k9vb2CAsLgyAI6t+35ORkXL9+Pd82FFIV4qeffoqePXtqfPXu3RvNmzdX79OmTRvY2dlh6dKlGs+LixYt0umx6focp8vjc3FxAYAczx26vrbWrVsXvr6++PrrrzXGs27dugK9ludFenMq+/lZsGABAGi8VoaEhKB06dJYuHAhFAqFuuq5adOmuH37NrZs2YIGDRpoPKdnfT5v06ZNgV5HdX19fP78eY7zKL0xJLUDyf7zsrGxUb8xoq2Vi77lNhd69+4NpVKJadOm5bhNRkaGTj9nXZ/zO3TogIyMDKxcuVJ9vVKpxNKlSwvwSIiISBtW2hIRkVYjRoxAcnIy3njjDVSuXBnp6ek4duwYNm/ejODgYLz77rvqfevUqYO9e/diwYIFKFWqFEJCQtQLIWkTGhqK6dOnY8KECbh37x66desGNzc33L17F7/++is++OADjBs3DpUrV0ZoaCjGjRuH//77D+7u7vjll1/0GjwUlK+vLyZMmICpU6fi9ddfR5cuXXDjxg2sWLEC9erV0/hIPiD+0Tl79mx4eHggPDwcgBgAVqpUCTdu3ND4OGd+EhISsGHDBgBiKHHr1i1s3boVt2/fRt++fTX+OIuIiFBX/wwZMgRJSUlYvXo1/Pz8coSOderUwcqVKzF9+nSUL18efn5+aNWqFTp16oQvv/wS7777Lho1aoRLly4hMjJS548Kd+3aFT/88ANu3ryZ78coBw8ejC1btuD1119H7969cfv2bWzYsAGhoaE6n5/+/ftj3LhxAJDj55CbPXv2YPLkyejSpQsaNGgAV1dX3LlzB9999x3S0tIwZcoU9b7Lly9HkyZNEB4ejvfffx/lypVDTEwMjh8/jn///RcXL17UOHZ6ejpat26N3r17q+dIkyZNNCo0czv3n3zyCbZv345OnTph4MCBqFOnDl6+fIlLly5hy5YtuHfvXr7VzgVRsWJFDBo0CKdPn0bJkiXx3XffISYmRiPEMNSY7t+/jy5dukAmk6Fnz574+eefNa6XAnlA7P84atQozJ07FwqFAvXq1cO2bdtw+PBhREZGanwk/P79+/jhhx8AQB2OTp8+HYBYGdavXz/1vmFhYejVqxfKli2Lu3fvYuXKlfD29sbXX3+dY7x79uyBs7Mz2rZtq7G9f//+OHjwYL6tJ+zt7bFlyxa0bt0aTZo0wbvvvou6desiPj4eGzduxLlz5zB27Fj07dtX11OY4/hTpkzBiBEj0KpVK/Tu3Rv37t3DunXrEBoaWuhevNl17NgRCxYswOuvv4633noLsbGxWL58OcqXL69u71AYffr0wdKlSzF58mSEh4drVGkC4nObv78/GjdujJIlS+LatWtYtmwZOnbsqO4BfOrUKbRs2RKTJ0/W+B3OLjIyEjVr1szR+1nSpUsXjBgxAufOnUPt2rUxbtw4zJo1C506dUKHDh1w/vx5/PnnnzrNe12f43R5fFLF6eeff46+ffvCzs4OnTt31vm11c7ODtOnT8eQIUPQqlUr9OnTB3fv3sXatWsL1Ari1q1b6t+prGrVqoWOHTtiwIAB+OabbxAfH4/mzZvj1KlTWL9+Pbp166ZRBQ6Ir5WbNm1CeHi4ukdw7dq14eLigps3b2r0sy0qXV8f169fjxUrVuCNN95AaGgoXrx4gdWrV8Pd3V0dSg8ePBhxcXFo1aoVypQpg/v372Pp0qWoWbNmjrlrCNJcGDlyJNq1awe5XI6+ffuiefPmGDJkCGbNmoULFy4gIiICdnZ2iIqKws8//4zFixejZ8+eeR5b1+f8zp07o3Hjxvjss89w7949hIWFYevWrToteEpERPkQiIiItPjzzz+F9957T6hcubLg6uoq2NvbC+XLlxdGjBghxMTEaOx7/fp1oVmzZoKTk5MAQBgwYIAgCIIwefJkAYDw5MkTrffxyy+/CE2aNBFcXFwEFxcXoXLlysLw4cOFGzduqPe5evWq0KZNG8HV1VUoUaKE8P777wsXL14UAAhr165V7zdgwADBxcUlx300b95cqFq1ao7tQUFBQseOHdX/vnv3rgBAmDt3rsZ+a9euFQAId+/e1di+bNkyoXLlyoKdnZ1QsmRJYdiwYcLz589z3M8ff/whABDat2+vsX3w4MECAGHNmjVaz422xwFA/eXq6ipUqFBBeOedd4Tdu3drvc327duF6tWrC46OjkJwcLDw1VdfCd99912Ox/P48WOhY8eOgpubmwBAaN68uSAIgpCamiqMHTtWCAgIEJycnITGjRsLx48fF5o3b67eJy9paWlCiRIlhGnTpmlsnzRpkgBAiIuL09g+f/58oXTp0oKDg4PQuHFj4cyZMznuS/o5Zf3ZSx49eiTI5XKhYsWK+Y5NcufOHWHSpElCgwYNBD8/P8HW1lbw9fUVOnbsKOzfvz/H/rdv3xb69+8v+Pv7C3Z2dkLp0qWFTp06CVu2bFHvI82ZgwcPCh988IHg5eUluLq6Cm+//bbw7NkzjePldu4FQRBevHghTJgwQShfvrxgb28vlChRQmjUqJEwb948IT09XeN8ZJ+3f//9twBA+PnnnzW2S2M7ffq0epv0u7Br1y6hevXqgoODg1C5cuUcty3qmHIjjTW3r8mTJ2vsr1QqhZkzZwpBQUGCvb29ULVqVWHDhg0FOm72+du3b18hMDBQsLe3F0qVKiUMHTo0x/Oc5LXXXhPeeeedHNul31FdxcbGCmPGjBHKly8vODg4CJ6enkKbNm2E7du35/pYtP1MpOv+/vtvje1LliwRgoKCBAcHB6F+/frC0aNHhTp16givv/66eh9tv0+5PZdKz+dZrVmzRqhQoYJ6zqxdu1brfkFBQerXhfyoVCohMDBQACBMnz49x/WrVq0SmjVrJvj4+AgODg5CaGio8MknnwgJCQk5zkn2uZPV2bNnBQDCxIkTc93n3r17AgBh9OjRgiCIc2/q1Knq58QWLVoIly9fzvH4cvuZ6PIcp8vjEwRBmDZtmlC6dGnBxsYmx3O6Lq+tgiAIK1asEEJCQgQHBwehbt26wqFDh3R+fg8KCsr192vQoEGCIAiCQqEQpk6dKoSEhAh2dnZCYGCgMGHCBCE1NTXH8ZYvXy4AEIYNG6axvU2bNgIAYd++ffmOSRDy/l3JSpfXx3PnzglvvvmmULZsWcHBwUHw8/MTOnXqJJw5c0Z9nC1btggRERGCn5+fYG9vL5QtW1YYMmSI8OjRo3zHCkAYPnx4rtfr8vqXkZEhjBgxQvD19RVkMlmO371vvvlGqFOnjuDk5CS4ubkJ4eHhwqeffio8fPhQvU/2/w9lpctzviAIwrNnz4R+/foJ7u7ugoeHh9CvXz/h/Pnzub5eExGRbmSCYIRlnYmIiKhYmjZtGtauXYuoqCh1FeSYMWOwePFipKamqlcz14enT58iICAAkyZNwsSJE/V23IJat24d3n33XZw+fVrdA5qsw4ULF1C7dm2cO3euSP1zTUGlUsHX1xfdu3fH6tWrTT0cq7Zv3z60adMGhw8fVvcZJyIiIioo9rQlIiIigxk9ejSSkpKwadMm9bbTp0+jfPnyeg1sATEsVSqVGh97J9Kn2bNno2fPnmYf2KampuZo0/D9998jLi4OLVq0MM2gihHpI/b6bGFCRERExQ972hIREZHBuLq6IjY2FoC4qvz+/ftx5MgRzJgxQ2/3sX//fly9ehUzZsxAt27dEBwcrLdjE2WV9c0Hc3bixAmMHj0avXr1go+PD86dO4c1a9agWrVq6NWrl6mHZ7VevnyJyMhILF68GGXKlMm3lzcRERFRXhjaEhERkVEMGjQI/v7++PTTTzF+/Hi9HffLL7/EsWPH0LhxY65WTQQgODgYgYGBWLJkCeLi4uDt7Y3+/ftj9uzZsLe3N/XwrNaTJ08wYsQIhIeHY+3atbCx4YcaiYiIqPDY05aIiIiIiIiIiIjIjPDtXyIiIiIiIiIiIiIzwtCWiIiIiIiIiIiIyIywpy0AlUqFhw8fws3NDTKZzNTDISIiIiIiIiIiIiskCAJevHiBUqVK5dkDn6EtgIcPHyIwMNDUwyAiIiIiIiIiIqJi4MGDByhTpkyu1zO0BeDm5gZAPFnu7u4mHg2ZG4VCgd27dyMiIgJ2dnamHg4VM5x/ZGqcg2RKnH9kSpx/ZEqcf2RKnH9katY+BxMTExEYGKjOI3PD0BZQt0Rwd3dnaEs5KBQKODs7w93d3SqfLMi8cf6RqXEOkilx/pEpcf6RKXH+kSlx/pGpFZc5mF+LVrNZiGz27NmQyWQYNWqUeltqaiqGDx8OHx8fuLq6okePHoiJidG4XXR0NDp27AhnZ2f4+fnhk08+QUZGhpFHT0RERERERERERKQfZhHanj59GqtWrUL16tU1to8ePRq///47fv75Zxw8eBAPHz5E9+7d1dcrlUp07NgR6enpOHbsGNavX49169Zh0qRJxn4IRERERERERERERHph8tA2KSkJb7/9NlavXg0vLy/19oSEBKxZswYLFixAq1atUKdOHaxduxbHjh3DiRMnAAC7d+/G1atXsWHDBtSsWRPt27fHtGnTsHz5cqSnp5vqIREREREREREREREVmsl72g4fPhwdO3ZEmzZtMH36dPX2s2fPQqFQoE2bNuptlStXRtmyZXH8+HE0aNAAx48fR3h4OEqWLKnep127dhg2bBiuXLmCWrVqab3PtLQ0pKWlqf+dmJgIQOyZoVAo9P0QycJJc4Jzg0yB849MjXOQTInzj0yJ849MifPP/CiVSmRkZEAQBFMPxeAyMjJga2uLpKQk2NqaPDaiYsiS56BMJoOtrS3kcnmu++j63G7SR75p0yacO3cOp0+fznHd48ePYW9vD09PT43tJUuWxOPHj9X7ZA1speul63Iza9YsTJ06Ncf23bt3w9nZuaAPg4qJPXv2mHoIVIxx/pGpcQ6SKXH+kSlx/pEpcf6ZBzc3N7i5ucHGxuQfVjYaf39/3Llzx9TDoGLMkuegSqXCixcv8OLFC63XJycn63Qck4W2Dx48wMcff4w9e/bA0dHRqPc9YcIEjBkzRv3vxMREBAYGIiIiAu7u7kYdC5k/hUKBPXv2oG3btla9aiGZJ84/MjXOQTIlzj8yJc4/MiXOP/MRExODxMRE+Pr6wtnZOd/V3q2BIAh4+fIlXFxcisXjJfNjyXNQEAQkJyfjyZMnqFixYo5iUyDzE//5MVloe/bsWcTGxqJ27drqbUqlEocOHcKyZcuwa9cupKenIz4+XqPaNiYmBv7+/gDE1P3UqVMax42JiVFflxsHBwc4ODjk2G5nZ8cXRMoV5weZEucfmRrnIJkS5x+ZEucfmRLnn2kplUq8ePECJUuWhI+Pj6mHYzQqlQoKhQJOTk7FqrqYzIelz0EXFxfY2NggNjYWAQEBOVol6Pq8brJH3rp1a1y6dAkXLlxQf9WtWxdvv/22+rKdnR327dunvs2NGzcQHR2Nhg0bAgAaNmyIS5cuITY2Vr3Pnj174O7ujrCwMKM/JiIiIiIiIiKyDlLfSbZRJKKCkp43itKb3GSVtm5ubqhWrZrGNhcXF/j4+Ki3Dxo0CGPGjIG3tzfc3d0xYsQINGzYEA0aNAAAREREICwsDP369cOcOXPw+PFjfPHFFxg+fLjWSloiIiIiIiIiooKwtI9nE5Hp6eN5w6yXYFu4cCFsbGzQo0cPpKWloV27dlixYoX6erlcjh07dmDYsGFo2LAhXFxcMGDAAHz55ZcmHDURERERERERERFR4ZlVaHvgwAGNfzs6OmL58uVYvnx5rrcJCgrCzp07DTwyIiIiIiIiIqLiITo6GjVq1MD58+dRs2ZNnW6zbt06jBo1CvHx8Xobx7179xASElKgcRBZC8vr5ktERERERERERHl68OAB3nvvPZQqVQr29vYICgrCxx9/jGfPnuV729KlS+O///7L0dYyL3369MHNmzeLMuRCadGiBWQyGWQyGRwcHFC6dGl07twZW7duLfCxpkyZwnCYzAZDWyIiIiIiIiIiK3Lnzh3UrVsXUVFR+PHHH3Hr1i18/fXX2LdvHxo2bIi4uLhcb5ueng65XA5/f3/Y2ur+AW0nJyf4+fnpY/gF9v777+PRo0e4ffs2fvnlF4SFhaFv37744IMPTDIeIn1gaEtEREREREREZEWGDx8Oe3t77N69G82bN0fZsmXRvn177N27F//99x8+//xz9b7BwcGYNm0a+vfvD3d3dwwZMgTR0dGQy+W4cOGCer/t27ejQoUKcHR0RMuWLbF+/XrIZDJ1O4R169bB09NTvb9UtfrDDz8gODgYHh4e6Nu3L168eKHe56+//kKTJk3g6ekJHx8fdOrUCbdv3y7w43V2doa/vz/KlCmDBg0a4KuvvsKqVauwevVq7N27V73f+PHjUbFiRTg7O6NcuXKYOHEiFAqFevxTp07FxYsX1ZW769atAwAsWLAA4eHhcHFxQWBgID788EMkJSUVeJxEBcHQloiIiIiIiIhIB4IApKcb/0sQdB9jXFwcdu3ahQ8//BBOTk4a1/n7++Ptt9/G5s2bIWQ56Lx589Q9bL/44oscx7x79y569uyJbt264eLFixgyZIhG8Jub27dvY9u2bdixYwd27NiBgwcPYvbs2errX758iTFjxuDMmTPYt28fbGxs8MYbb0ClUun+gHMxYMAAeHl5abRJcHNzw7p163D16lUsXrwYq1evxsKFCwGI7R3Gjh2LqlWr4tGjR3j06BH69OkDALCxscGSJUtw5coVrF+/Hvv378enn35a5DES5cWsFiIjIiIiIiIiIjJXCgUwc6bx7/d//wPs7XXbNyoqCoIgoEqVKlqvr1KlCp4/f44nT56o2xm0atUKY8eOBQCoVCpcvnxZ4zarVq1CpUqVMHfuXABApUqVcPnyZcyYMSPPsahUKqxbtw5ubm4AgH79+mHfvn3q2/Xo0UNj/++++w6+vr64evVqgfrpamNjY4OKFSvi3r176m1ZA+ng4GCMGzcOmzZtwqeffgonJye4urrC1tYW/v7+GscaNWqUxu2mT5+OoUOHYsWKFUUaI1FeGNoSEREREREREVkZoQDluXXr1s3z+hs3bqBevXoa2+rXr5/vcYODg9WBLQAEBAQgNjZW/e+oqChMmjQJJ0+exNOnT9UVttHR0UUObQHxHMhkMvW/N2/ejCVLluD27dtISkpCRkYG3N3d8z3O3r17MWvWLFy/fh2JiYnIyMhAamoqkpOT4ezsXORxEmnD0JaIiIiIiIiISAd2dmLVqynuV1fly5eHTCbDtWvX8MYbb+S4/tq1a/Dy8oKvr696m4uLiz6GmYNdtoHLZDKN1gedO3dGUFAQVq9ejVKlSkGlUqFatWpIT08v8n0rlUpERUWpw+bjx4/j7bffxtSpU9GuXTt4eHhg06ZNmD9/fp7HuXfvHjp16oRhw4ZhxowZ8Pb2xpEjRzBo0CCkp6cztCWDYWhLRERERERERKQDmUz3NgWm4uPjg7Zt22LFihUYPXq0Rl/bx48fIzIyEv3799eoQM1PpUqVsHPnTo1tp0+fLtI4nz17hhs3bmD16tVo2rQpAODIkSNFOmZW69evx/Pnz9UtGI4dO4agoCCNXrz379/XuI29vT2USqXGtrNnz0KlUmH+/PmwsRGXhvrpp5/0Nk6i3HAhMiIiIjN0/jzwyy9i3zQiIiIiooJYtmwZ0tLS0K5dOxw6dAgPHjzAX3/9hbZt26J06dL59qLNbsiQIbh+/TrGjx+Pmzdv4qeffsK6desAoEDhb1ZeXl7w8fHBN998g1u3bmH//v0YM2ZMoY6VnJyMx48f499//8WJEycwfvx4DB06FMOGDUPLli0BABUqVEB0dDQ2bdqE27dvY8mSJfj11181jhMcHIy7d+/iwoULePr0KdLS0lC+fHkoFAosXboUd+7cwQ8//ICvv/66UOMkKgiGtkRERGbo8GHg0iXg+nVTj4SIiIiILE2FChVw5swZlCtXDr1790ZoaCg++OADtGzZEsePH4e3t3eBjhcSEoItW7Zg69atqF69OlauXKmuWHVwcCjUGG1sbLBp0yacPXsW1apVw+jRo9ULnRXU6tWrERAQgNDQUHTv3h1Xr17F5s2bNRYK69KlC0aPHo2PPvoINWvWxLFjxzBx4kSN4/To0QOvv/46WrZsCV9fX/z444+oUaMGFixYgK+++grVqlVDZGQkZs2aVahxEhWETChIZ2orlZiYCA8PDyQkJOjUgJqKF4VCgZ07d6JDhw45+vEQGRrnX/E1Zw6QnAxUrw507266cXAOkilx/pEpcf6RKXH+mYfU1FTcvXsXISEhcHR0NPVwjEalUiExMRHu7u7qdgDazJgxA19//TUePHhgxNFRcaDrHDRneT1/6JpDsqctERGRGZLWXrh1C1CpAAv9vwoRERERWYkVK1agXr168PHxwdGjRzF37lx89NFHph4WkdViaEtERGRmVCogI0O8nJwMPHwIlClj2jERERERUfEWFRWF6dOnIy4uDmXLlsXYsWMxYcIEUw+LyGoxtCUiIjIzaWma/46KYmhLRERERKa1cOFCLFy40NTDICo2+GFLIiIiMyO1RpBERZlmHERERERERGQaDG2JiIjMjFRpa/vq8zAPHwJJSaYbDxERERERERkXQ1siIiIzI1XauroCpUqJl2/dMt14iIiIiIiIyLgY2hIREZkZKbR1cAAqVBAvs0UCERERERFR8cHQloiIyMxI7RHs7TND29u3AaXSdGMiIiIiIiIi42FoS0REZGakSlt7e7E9grMzkJoKPHhg2nERERERERGRcTC0JSIiMjNSpa2DA2BjA5QvL/6bLRKIiIiIyJCmTJmC2rVra/y7Zs2aphtQHlq0aIFRo0aZehgW78CBA5DJZIiPjwcArFu3Dp6eniYdU3bmPA8NiaEtERGRmclaaQuwry0RERERFc7x48chl8vRsWPHQt1+3Lhx2Ldvn97GY8yg1dTh47179yCTydRfPj4+iIiIwPnz500+FunrnXfeQaNGjfDo0SN4eHhova0lBKbZH5+bmxuqVq2K4cOHI6oQf0QFBwdj0aJF+h9oATG0JSIiMjNZK20BIDQUkMmA2FggIcF04yIiIiIiy7JmzRqMGDEChw4dwsOHDwt8e1dXV/j4+BhgZMXH3r178ejRI+zatQtJSUlo3769uqrVVGORvpYvXw57e3v4+/tDJpMZ9L7TpcoUA5Ie38WLFzFz5kxcu3YNNWrU0OsbD8bE0JaIiMjMZK+0dXYGypQRL7PaloiIiIh0kZSUhM2bN2PYsGHo2LEj1q1bl2Of2bNno2TJknBzc8OgQYOQmpqqcX32KkttlbLdunXDwIED1f9esWIFKlSoAEdHR5QsWRI9e/YEAAwcOBAHDx7E4sWL1RWR9+7dAwBcvnwZ7du3h6urK0qWLIl+/frh6dOn6mO+fPkS/fv3h6urKwICAjB//vwinRsAiI6ORteuXeHq6gp3d3f07t0bMTExAICEhATI5XKcOXMGAKBSqeDt7Y0GDRqob79hwwYEBgbmez8+Pj7w9/dH3bp1MW/ePMTExODkyZO4ffs2unbtipIlS8LV1RX16tXD3r17NW6b27kEgC1btiA8PBxOTk7w8fFBmzZt8PLlS53GIn15eHjkaI+Q1bp16zB16lRcvHhR/TOT5lF8fDwGDx4MX19fuLu7o1WrVrh48aL6ttLc+fbbbxESEgJHR0edbgcAX331FSpWrAgPDw+t8zK/x1euXDl07doVe/fuxWuvvYZBgwZB+WpV5/zOe4sWLXD//n2MHj1a/ZgB4NmzZ3jzzTdRunRpODs7Izw8HD/++KNO4yoshrZERERmJntoCwAVK4rfGdoSERERmZAgAC9fGv9LEAo81J9++gmVK1dGpUqV8M477+C7776DkOU4P/30E6ZMmYKZM2fizJkzCAgIwIoVK4p0es6cOYORI0fiyy+/xI0bN/DXX3+hWbNmAIDFixejYcOGeP/999WVnoGBgYiPj0erVq1Qq1YtnDlzBn/99RdiYmLQu3dv9XE/+eQTHDx4EL/99ht2796NAwcO4Ny5c4Uep0qlQteuXREXF4eDBw9iz549uHPnDvr06QMA8PDwQM2aNXHgwAEAwKVLlyCTyXD+/HkkJSUBAA4ePIjmzZsX6H6dnJwAiFWnSUlJ6NChA/bt24fz58/j9ddfR+fOnREdHZ3vuXz06BHefPNNvPfee7h27RoOHDiA7t27a/x89aFPnz4YO3Ysqlatqv6ZSeeoV69eiI2NxZ9//omzZ8+idu3aaN26NeLi4tS3v3XrFn755Rds3boVFy5c0Ol2P/30E6ZOnYqJEyfi1KlTRZqXNjY2+Pjjj3H//n2cPXsWAPI971u3bkWZMmXw5Zdfqh8zAKSmpqJOnTr4448/cPnyZXzwwQfo168fTp06Vaix6cLWYEcmIiKiQsneHgEQ+9ru2wfcuQNkZAC2fAUnIiIiMr7kZMDV1fj3m5QEuLgU6CZr1qzBO++8AwB4/fXXkZCQgIMHD6JFixYAgEWLFmHQoEEYNGgQAGD69OnYu3evzlWN2kRHR8PFxQWdOnWCm5sbgoKCUKtWLQBiEGpvbw9nZ2f4+/urb7Ns2TLUqlULM2fOVG/77rvvEBgYiJs3b6JUqVJYs2YNNmzYgNatWwMA1q9fjzLSR9EKYd++fbh06RLu3r2rrpb9/vvvUbVqVZw+fRr16tVDixYtcODAAYwbNw4HDhxA27Ztcf36dRw5cgSvv/46Dhw4gE8//VTn+4yPj8e0adPg6uqK+vXro2TJkqhRo4b6+mnTpuHXX3/F9u3b8dFHH+V5Lh89eoSMjAx0794dQUFBAIDw8PB8x9CoUSPY2GTWbx4+fDjP/Z2cnODq6gpbW1uNn9mRI0dw6tQpxMbGwuHVHy3z5s3Dtm3bsGXLFnzwwQcAxHD6+++/h6+vr863W7RoEd577z3069cP7u7uRZ6XlStXBiD2va1fvz5q1KiR53n39vaGXC6Hm5ubxmMuXbo0xo0bp/73iBEjsGvXLvz000+oX79+ocaWH1baEhERmRltlbYlSwJuboBCAdy/b5pxEREREZFluHHjBk6dOoU333wTAGBra4s+ffpgzZo16n2uXbuG1157TeN2DRs2LNL9tm3bFkFBQShXrhz69euHyMhIJCcn53mbixcv4u+//4arq6v6Swrabt++jdu3byM9PV1jrN7e3qhUqVKhx3nt2jUEBgZqtDcICwuDp6cnrl27BgBo3rw5jhw5AqVSqQ67pSD34cOHuHXrljoAl1o7uLq6omrVqhr31ahRI7i6usLLywsXL17E5s2bUbJkSSQlJWHcuHGoUqUKPD094erqimvXrqkrPvM6lzVq1EDr1q0RHh6OXr16YfXq1Xj+/Hm+j3vz5s24cOGC+issLKxQ5+/ixYtISkqCj4+Pxs/t7t27uH37tnq/oKAgdWCr6+2uXbuWIwQtyryUqo+lNgf5nffcKJVKTJs2DeHh4fD29oarqyt27dqV7+2KgnU6REREZkZbpa1MJlbbnjsntkgIDTXN2IiIiIiKNWdnserVFPdbAGvWrEFGRgZKlSql3iYIAhwcHLBs2TJ4eHgUahg2NjY5PoKvUCjUl93c3HDu3DkcOHAAu3fvxqRJkzBlyhScPn0anp6eWo+ZlJSEzp0746uvvspxXUBAAG7dulWosRZVs2bN8OLFC5w7dw6HDh3CzJkz4e/vj9mzZ6NGjRooVaoUKlSoAAD49ttvkZKSAgCws7PTOM7mzZsRFhYGHx8fjXMwbtw47NmzB/PmzUP58uXh5OSEnj17qhfsyu9c7tmzB8eOHcPu3buxdOlSfP755zh58iRCQkJyfUyBgYEoX758kc9NUlISAgIC1O0jssr6GF2yVYfrejt9kkJ46bzkd95zM3fuXCxevBiLFi1CeHg4XFxcMGrUKIMusMbQloiIyMxoq7QFNEPb1183/riIiIiIij2ZrMBtCowtIyMD33//PebPn4+IiAiN67p164Yff/wRQ4cORZUqVXDy5En0799fff2JEyfyPLavr6+6xycgVh9evnwZLVu2VG+ztbVFmzZt0KZNG0yePBmenp7Yv38/unfvDnt7e/WCUJLatWvjl19+QXBwMGy19AALDQ2FnZ0dTp48ibJlywIAnj9/jps3bxa4p6ykSpUqePDgAR48eKCutr169Sri4+PV1aeenp6oXr06li1bBjs7O1SuXBl+fn7o06cPduzYoXHfpUuXzvW+AgMDEaql4uLo0aMYOHAg3njjDQBioCktzCbJ61zKZDI0btwYjRs3xqRJkxAUFIRff/0VY8aMKdQ5yU1uP7PHjx/D1tYWwcHBOh9Ll9tVqVIFp06dQrdu3dTb8puXuVGpVFiyZAlCQkLUrSV0Oe/aHvPRo0fRtWtXdcsRlUqFmzdvFrpaWRcMbYmIiMyMFNpmrbQFgHLlALkcePZM/PLxMf7YiIiIiMi87dixA8+fP8egQYNyVNT26NEDa9aswdChQ/Hxxx9j4MCBqFu3Lho3bozIyEhcuXIF5cqVy/XYrVq1wpgxY/DHH38gNDQUCxYsQHx8vMZ937lzB82aNYOXlxd27twJlUqlbmUQHByMkydP4t69e3B1dYW3tzeGDx+O1atX480338Snn34Kb29v3Lp1C5s2bcK3334LV1dXDBo0CJ988gl8fHzg5+eHzz//XKM3a26USqV6ASyJg4MD2rRpg/DwcLz99ttYtGgRMjIy8OGHH6J58+aoW7euet8WLVpg6dKl6NmzJwCxLUOVKlWwefNmLF++PN/7z0uFChWwdetWdO7cGTKZDBMnToRKpdLpXJ48eRL79u1DREQE/Pz8cPLkSTx58gRVqlQp0pi0CQ4Oxt27d3HhwgWUKVMGbm5uaNOmDRo2bIhu3bphzpw5qFixIh4+fIg//vgDb7zxhsY5zEqX20nzsmrVqmjdujV+/PHHfOel5NmzZ3j8+DGSk5Nx+fJlLFq0CKdOncIff/wBuVwOIP/zLj3mQ4cOoW/fvnBwcECJEiVQoUIFbNmyBceOHYOXlxcWLFiAmJgYg4a27GlLRERkZqT2CNkrbR0cgFfFBYiKMu6YiIiIiMgyrFmzBm3atNHaAqFHjx44c+YM/vnnH/Tp0wcTJ07Ep59+ijp16uD+/fsYNmxYnsd+7733MGDAAPTv3x/NmzdHuXLlNKpsPT09sXXrVrRq1QpVqlTB119/jR9//FHd53XcuHGQy+UICwuDr68voqOjUapUKRw9ehRKpRIREREIDw/HqFGj4OnpqQ5m586di6ZNm6Jz585o06YNmjRpgjp16uR7LpKSklCrVi2NLyms++233+Dl5YVmzZqhTZs2KFeuHDZv3qxx++bNm0OpVKp71wJikJt9W2EsWLAAXl5eaNSoETp37ox27dqhdu3aOp1Ld3d3HDp0CB06dEDFihXxxRdfYP78+Wjfvn2RxqRNjx498Prrr6Nly5bw9fXFjz/+CJlMhp07d6JZs2Z49913UbFiRfTt2xf3799HyZIlcz2WLrfr06cPvvjiC0yePBn16tXTaV5K2rRpg4CAAISHh+Ozzz5DlSpV8M8//2jM0fzOOwB8+eWXuHfvHkJDQ9U9eb/44gvUrl0b7dq1Q4sWLeDv769RDWwIMiF7M5JiKDExER4eHkhISIC7u7uph0NmRqFQYOfOnejQoUOO3jREhsb5VzxNnw5kZACjRgHZWzsdOwbs3i32tO3Xz/Bj4RwkU+L8I1Pi/CNT4vwzD6mpqbh79y5CQkLg6Oho6uEYjUqlQmJiItzd3fH555/j8OHDOHLkiKmHRcVI1jmoS0W1Ocrr+UPXHNIyHzkREZGVUirFwBbI2R4BEPvaAsC9e5ltFIiIiIiI9EkQBNy+fRv79u1TV8kSkXExtCUiIovw4gUQG2vqURhe1iA2e3sEAChRQqy+VSqBu3eNNiwiIiIiKkYSExNRrVo12Nvb43//+5+ph0NULHEhMiIisgjr1wPPnwOjRwOurqYejeFI/WxtbcVFx7KTyYCKFYFTp8S+tq/WdCAiIiIi0hsPDw+kpKRY7EfTiawBf/uIiMjspaUBT5+K1aVPn5p6NIYlVdpqq7KVSC0SoqIAdqYnIiIiIiKyPgxtiYjI7D17lnk5MdF04zAGXULb4GCxEjchAXjyxCjDIiIiIiIiIiNiaEtERGYvLi7z8osXphuHMUjtEbQtQiaxswNCQsTLUVGGHxMRERFRcaZSqUw9BCKyMPp43mBPWyIiMnustM2pQgUxsI2KAho3Nvy4iIiIiIobe3t72NjY4OHDh/D19YW9vT1kMpmph2VwKpUK6enpSE1NZU9bMglLnoOCICA9PR1PnjyBjY0N7PP7wy4PDG2JiMjsFafQVpdKWyCzr210NJCaCjg6GnZcRERERMWNjY0NQkJC8OjRIzx8+NDUwzEaQRCQkpICJyenYhFSk/mxhjno7OyMsmXLFil0ZmhLRERmL2toa+3tEXSttPXyAkqUEBdmu3MHCAsz/NiIiIiIiht7e3uULVsWGRkZUCqVph6OUSgUChw6dAjNmjWDnZ2dqYdDxZClz0G5XA5bW9siB84MbYmIyKwJQvGqtJVC2/wqbQGx2vbpU7FFAkNbIiIiIsOQyWSws7OzyPCoMORyOTIyMuDo6FhsHjOZF85BkWU1hiAiomInJUX8+L8kKQmw5rUgpPYIurQ+klokREWJ4TYRERERERFZB4a2RERk1qQqWzc3wMZGDGyTkkw7JkPStT0CAJQtK+6XlAQ8emTYcREREREREZHxMLQlIiKzFhcnfi9RAnB1FS9bc19bXRciAwBbW6BcOfFyVJThxkRERERERETGxdCWiIjMmlRp6+MDuLuLl625r21BKm0BoGJF8TtDWyIiIiIiIuvB0JaIiMxacQttC1JpCwDly4vf//sPSE42zJiIiIiIiIjIuBjaEhGRWZNCW29vsa8tYN3tEQpaaevuDvj7iwuR3bpluHERERERERGR8TC0JSIisyUImT1ti0ulbUFDWwCoUEH8zhYJRERERERE1oGhLRERma2kJDHElMkAL6/iEdoWtD0CkBna3roFqFT6HxMREREREREZl0lD25UrV6J69epwd3eHu7s7GjZsiD///FN9fYsWLSCTyTS+hg4dqnGM6OhodOzYEc7OzvDz88Mnn3yCjIwMYz8UIiIyAKk1gqcnIJcXj9C2MJW2ZcoATk5ASorY25aIiIiIiIgsm60p77xMmTKYPXs2KlSoAEEQsH79enTt2hXnz59H1apVAQDvv/8+vvzyS/VtnJ2d1ZeVSiU6duwIf39/HDt2DI8ePUL//v1hZ2eHmTNnGv3xEBGRfmVtjQBo9rQVBLEC19oUptLWxgYIDQUuXxZbJAQGGmZsREREREREZBwmrbTt3LkzOnTogAoVKqBixYqYMWMGXF1dceLECfU+zs7O8Pf3V3+5S2VWAHbv3o2rV69iw4YNqFmzJtq3b49p06Zh+fLlSJdKlYiIyGJJlbbZQ1uFAkhNNc2YDEmpFL+AglXaAuxrS0REREREZE1MWmmblVKpxM8//4yXL1+iYcOG6u2RkZHYsGED/P390blzZ0ycOFFdbXv8+HGEh4ejZMmS6v3btWuHYcOG4cqVK6hVq5bW+0pLS0OaVMoEIPHV52wVCgUUCoUhHh5ZMGlOcG6QKRT3+RcTI4NSKYO7uwCFQgAAODjYIDkZePZMhSxP/1YhORlQKsX3U2UyFQryYw8KAlQqG/z7LxAXp1IH3EVV3OcgmRbnH5kS5x+ZEucfmRLnH5matc9BXR+XyUPbS5cuoWHDhkhNTYWrqyt+/fVXhIWFAQDeeustBAUFoVSpUvjnn38wfvx43LhxA1u3bgUAPH78WCOwBaD+9+PHj3O9z1mzZmHq1Kk5tu/evVuj/QJRVnv27DH1EKgYK67z7/DhECQk2KN06X/x9OlLAMD9+8GIj3fAjh3/IiDgpYlHqF9JSbaIigqFXC5g166bBb79s2dBePbMEevWPUZoaIJex1Zc5yCZB84/MiXOPzIlzj8yJc4/MjVrnYPJyck67Wfy0LZSpUq4cOECEhISsGXLFgwYMAAHDx5EWFgYPvjgA/V+4eHhCAgIQOvWrXH79m2EhoYW+j4nTJiAMWPGqP+dmJiIwMBAREREaLRfIALEd0D27NmDtm3bws7OztTDoWKmOM8/QQAuXLCBnx/QvXsovLzE7fHxMty6JUPt2qHI5QMVFis2Frh+3QbOzkCHDuULfHtXVxkOHJChZMny6NBB0MuYivMcJNPj/CNT4vwjU+L8I1Pi/CNTs/Y5mKjjytomD23t7e1Rvrz4h2mdOnVw+vRpLF68GKtWrcqx72uvvQYAuHXrFkJDQ+Hv749Tp05p7BMTEwMA8Pf3z/U+HRwc4KBlhRc7OzurnAykH5wfZErFcf7Fx4vBrb09UKKEHDavurB7ewNyOZCcLIe1nRKVSnxszs6AnZ28wLevUgU4fBiIjhYXJ5MX/BC5Ko5zkMwH5x+ZEucfmRLnH5kS5x+ZmrXOQV0fk0kXItNGpVJp9JvN6sKFCwCAgIAAAEDDhg1x6dIlxMbGqvfZs2cP3N3d1S0WiIjIMkmLkHl5QR3YAoD0gQgd35y0KNIamgVdhEwSEAC4uABpaWJwS0RERERERJbJpJW2EyZMQPv27VG2bFm8ePECGzduxIEDB7Br1y7cvn0bGzduRIcOHeDj44N//vkHo0ePRrNmzVC9enUAQEREBMLCwtCvXz/MmTMHjx8/xhdffIHhw4drraQlIiLLERcnfvfx0dwuLbD14oVxx2MM0nuWhX0Jk8mAChWACxeAqCggJERvQyMiIiIiIiIjMmmlbWxsLPr3749KlSqhdevWOH36NHbt2oW2bdvC3t4ee/fuRUREBCpXroyxY8eiR48e+P3339W3l8vl2LFjB+RyORo2bIh33nkH/fv3x5dffmnCR0VERPogVdpmD21ZaZu3ChXE71FRRR8PERERERERmYZJK23XrFmT63WBgYE4ePBgvscICgrCzp079TksIiIyA1Jo6+2tub04hLZF+bBIaKjYTuLJE7EvsKenPkZGRERERERExmR2PW2JiIiA/NsjpKQACoVxx2RoUnuEolTaOjoCgYHiZVbbEhERERERWSaGtkREZHaUSuD5c/Fy9tDW0RGQFtu0tr62+miPALBFAhERERERkaVjaEtERGYnPh5QqcRwVqqslchk1tsioagLkUmk0PbuXeurRiYiIiIiIioOGNoSEZHZydrPVibLeb21hrb6qrT18xPPkUIB3L9f9HERERERERGRcTG0JSIis5NbP1uJVH1rbe0R9FVpK5OxRQIREREREZElY2hLRERmR6q0zS20ZaVt/ipWFL/fvAkIQtGPR0RERERERMbD0JaIiMxO1vYI2jC0zV9ICCCXiwu6SeeTiIiIiIiILANDWyIiMjtsj1D0Y9nbA8HB4mW2SCAiIiIiIrIsDG2JiMisZGQACQniZbZHKBr2tSUiIiIiIrJMDG2JiMisxMWJPVgdHQFnZ+37SKFtUhKgUhlvbIamz0pbIDO0vX8/MxAmIiIiIiIi88fQloiIzErWfrYymfZ9XFwAGxsxsE1KMt7YDE3flbY+PuJ5VCqBO3f0c0wiIiIiIiIyPIa2RERkVvLrZwuIga2rq3jZWvraKpXiF6C/SluALRKIiIiIiIgsEUNbIiIyK1KlbV6hLWB9fW2l1giA/iptAc3QVhD0d1wiIiIiIiIyHIa2RERkVrK2R8iLtYW2UmsEW1uxklhfgoMBOzvxPMXG6u+4REREREREZDgMbYmIyKzo0h4BANzcxO/W0h5B34uQSWxtgZAQ8TJbJBAREREREVkGhrZERGQ20tIyQ9ji1h5B34uQZVWxovidoS0REREREZFlYGhLRERmQ6qydXYGHB3z3tfaQltDVdoCQPny4vcHD4CUFP0fn4iIiIiIiPSLoS0RUS7u3QOio009iuJF10XIAOsLbQ1ZaevpCZQoAahUwH//6f/4REREREREpF8MbYmItFAogA0bgO+/z6yAJMPTtZ8toNnTVhAMNyZjMWRoC2Qu7JaQYJjjExERERERkf4wtCUi0iIlBcjIEL/+/dfUoyk+ClJpK4W2CgWQmmq4MRmLIdsjANZXmUxERERERGTNGNoSEWmRtbqWLRKMRwptparQvNjZib1vAesIIg1daSuFtqy0JSIiIiIiMn8MbYmItJACNEBcvImMoyDtEQDNFgmWztCVth4e4ndrCLiJiIiIiIisHUNbIiItslba/vsvoFSabizFRUoKkJwsXtal0hawro/8G6vS1hrOFRERERERkbVjaEtEpEXW0DY9HYiJMd1YigupNYKbm+7BpTUFkcaqtE1IsI6F24iIiIiIiKwZQ1siIi2yhrYA+9oaQ0FbIwDWFdoaq9LWWhZuIyIiIiIismYMbYmItGBoa3xSpW1BQltr6mlr6NDW1hZwcREvczEyIiIiIiIi88bQlohICym0lQLEBw/4kXJDK0xoa02VtoZujwBY1/kiIiIiIiKyZgxtiYi0kAK0cuUAuVys5IyPN+mQrJ4U2uq6CBlgXSGkoSttgczzxUpbIiIiIiIi88bQlohICylAc3EBAgLEy2yRYDiCULietlJ7hJQUsVerJTNGpa20GJk1hNxERERERETWjKEtEZEWWQO0smXFywxtDeflS/Gcy2SAl5fut3N0BOzsxMuW3tfWmJW2DG2JiIiIiIjMG0NbIiIttIW2Dx6YbjzWTmqN4OEhLpilK5nMeoJIY4S2UqUt2yMQERERERGZN4a2RERaSKGtvT0QGChejo0VP4ZP+leY1ggSawhtMzIApVK8zIXIiIiIiIiIiKEtEZEWWSttXVyAEiXEf7Pa1jCkStvChLZSX1tLbo8gVdkCxqm0TUwU+wgTERERERGReWJoS0SkRfZFoaRqW/a1NQwptPX2LvhtraF6VJpvdnaAjQFfmd3cxJYSGRlAcrLh7oeIiIiIiIiKhqEtEZEW2UNbLkZmWEWptLWG0NYY/WwBQC4XK8cByz5fRERERERE1o6hLRGRFlKIlj20ffhQrFIk/RGEovW0tYb2CNnfJDAkLkZGRERERERk/hjaEhFlo1QCCoV4WQrRvL3FCsWMDODRI9ONzRolJorn1cYG8PQs+O1ZaVsw1nC+TOHCBWDVKobdRERERERkHAxtiYiy0bYolEzGvraGIrVG8PIqXD9XKYRMSgJUKv2Ny5iMGdqy0rZwzp4V37C5edPUIyEiIiIiouKAoS0RUTbSR9VtbcUeoBL2tTWMorRGAMQKaBsbMbBNStLfuIzJmO0RWGlbOPHx4neeNyIiIiIiMgaGtkRE2eQWoEmh7YMHYh9W0o+iLEIGiIGtq6t42VL72rLS1rxlZGTOLZ43IiIiIiIyBoa2RETZ5BbaBgSI1bfJyZlBIxWddC69vQt/DEuvHmWlrXnLGtQytCUiIiIiImNgaEtElE1uAZpcDpQpI15miwT9KWqlLWD5QaSpFiJjxbhupNYIgOXOMSIiIiIisiwMbYmIspECNG1Vj1yMTL9UKuD5c/FyUUJbNzfxO9sj5M/NTVxYz5J7ABtb9tCWYTcRERERERkaQ1siomzy+qg6FyPTr/h4MTy0tc2sAC0MS6+0NWZ7BBubzJDbUs+XsWVtiaBUMuwmIiIiIiLDY2hLRJRNXgFaYKBYpRgXx+BGH7L2s5XJCn8cSw9tjVlpC3AxsoLKWmkLWO48IyIiIiIiy8HQlogoGym01RagOToCfn7i5QcPjDcmaxUXJ34vSmsEwPJDW2NW2gKWf76MLXtoy7CbiIiIiIgMjaEtEVE2+QVo7GurP/pYhAzQ7Glrif1GjV1pK4W2DB91I4W2np7id4bdRERERERkaAxtiYiyyS+0ZV9b/cnaHqEopNBWoQBSU4t2LFMwdqWt1B6B4WP+lMrMBe6k332G3UREREREZGgMbYmIstE1tH30SAwJqfD01R7Bzg5wdhYvW2IQaapKW0s8V8aWmChWb9vaAqVKidsY2hIRERERkaGZNLRduXIlqlevDnd3d7i7u6Nhw4b4888/1denpqZi+PDh8PHxgaurK3r06IGYmBiNY0RHR6Njx45wdnaGn58fPvnkE2RkZBj7oRCRFZECtNxCWw8PMfRSqYD//jPeuKxNRkbmx86LGtoCmi0SLA0XIjNfWVsjsEKZiIiIiIiMxaShbZkyZTB79mycPXsWZ86cQatWrdC1a1dcuXIFADB69Gj8/vvv+Pnnn3Hw4EE8fPgQ3bt3V99eqVSiY8eOSE9Px7Fjx7B+/XqsW7cOkyZNMtVDIiIrkF+lrUzGFgn68Py5WMFobw+4uBT9eJZaPSoIpluI7MUL8c0Hyp220JZhNxERERERGZpJQ9vOnTujQ4cOqFChAipWrIgZM2bA1dUVJ06cQEJCAtasWYMFCxagVatWqFOnDtauXYtjx47hxIkTAIDdu3fj6tWr2LBhA2rWrIn27dtj2rRpWL58OdKlsiUiogKSArS8qh65GFnRZV2ETCYr+vEsNbRVKjODU2NV2rq6AnK5GBhbYmWyMWUNbaU5lpQk/tyIiIiIiIgMxWx62iqVSmzatAkvX75Ew4YNcfbsWSgUCrRp00a9T+XKlVG2bFkcP34cAHD8+HGEh4ejZMmS6n3atWuHxMREdbUuEVFB6VL1KFXaPnjASsXC0lc/W4mlhrbSfAOMF9rKZJntJCztfBmbFNp6eIgV4ba2DLuJiIiIiMjwbE09gEuXLqFhw4ZITU2Fq6srfv31V4SFheHChQuwt7eHp6enxv4lS5bE48ePAQCPHz/WCGyl66XrcpOWloa0LH8lJ776i1WhUEDBVYUoG2lOcG4UH8nJNlAqARsbVa4LjXl7A3K5DZKTgYcPVcj2VKQ31jz/YmJkUCpl8PAQoFAIRT6ekxOgVNrg+XP9HM9YXr4Ux21nByiVKqNVcLq4yPDsmQxPn6rg75/7ftY8B3URFyfOUxcXFTIyABcXG8TFAU+fqvTS1oPyVtznH5kW5x+ZEucfmRLnH5matc9BXR+XyUPbSpUq4cKFC0hISMCWLVswYMAAHDx40KD3OWvWLEydOjXH9t27d8NZWn6cKJs9e/aYeghkBIIAXL5cESqVDAcP3oazc+4LGz57VgaPH7tg06YYVKgQb9BxWeP8+/vvQMTGOsPH5xGSk4te7vnokQuiosrgyZM0eHreK/oAjSQ+3gFRUcFwcsrAzp23jXa/t24F4P59d+zeHYvo6Of57m+Nc1AXx46Vw8uXdjh37j4ePEjF3bvivP3jj4cIDma5rbEU1/lH5oHzj0yJ849MifOPTM1a52BycrJO+5k8tLW3t0f58uUBAHXq1MHp06exePFi9OnTB+np6YiPj9eoto2JiYH/q5Igf39/nDp1SuN4MTEx6utyM2HCBIwZM0b978TERAQGBiIiIgLu0udriV5RKBTYs2cP2rZtCzs7O1MPhwxMoQDOnhU7x3TuHJpniwQXFxkOHpQhMLA8OnQwTGWnNc+/mzdt4OEBdO0aijJlin682Fjgv/9s4OQEdOgQVvQDGkl0NHDrlg28vYEOHSoZ7X7t7WU4dkyGqlXLo1273OevNc/B/KhUwLlzNlCpgO7dQ+HmBqSny/DPPzLUqFEejRtbTkW3pSrO849Mj/OPTInzj0yJ849MzdrnYKKOPepMHtpmp1KpkJaWhjp16sDOzg779u1Djx49AAA3btxAdHQ0GjZsCABo2LAhZsyYgdjYWPj5+QEQU3h3d3eEheX+B7uDgwMctCQxdnZ2VjkZSD84P4qH9HRxgSYAcHGR57lAVrlywJEjwMOHgKGnhrXNv/R0sS2AXA74+8v1cv7ElhXisQH9HNMYBEEct5MTYGcnN9r9+viI9/vypW7z19rmoC7i48X+v/b2gJeX+HxQ0PNG+lEc5x+ZD84/MiXOPzIlzj8yNWudg7o+JpOGthMmTED79u1RtmxZvHjxAhs3bsSBAwewa9cueHh4YNCgQRgzZgy8vb3h7u6OESNGoGHDhmjQoAEAICIiAmFhYejXrx/mzJmDx48f44svvsDw4cO1hrJERPnJughZXoEtAJQpA9jYAAkJ4peHh+HHZy2kRcicnMQvfXB0FEM0hUJcJMrbWz/HNTRdFr4zBEtduM2Ysi5CJj0f8LwREREREZExmDS0jY2NRf/+/fHo0SN4eHigevXq2LVrF9q2bQsAWLhwIWxsbNCjRw+kpaWhXbt2WLFihfr2crkcO3bswLBhw9CwYUO4uLhgwIAB+PLLL031kIjIwkkBmr19/vva2wP+/mKl7YMHDG0L4tkz8buPj/6OKZOJgdqzZ2KgZimhrVgZrNuc0ydpviYkGPd+LYkU2mZdE5XnjYiIiIiIjMGkoe2aNWvyvN7R0RHLly/H8uXLc90nKCgIO3fu1PfQiKiYKmjVY9myYmgbHQ1Uq2a4cVkbqdJWn6EtoBnaWgpTV9q+fAkolZltQSiTFMxmDW2l88bQloiIiIiIDMnG1AMgIjInBQ3QAgPF79HRhhmPtTJEpS0AuLmJ31+80O9xDclUlbbOzoCtrdhT15JCbmPKq9I2JUVsxUFERERERGQIDG2JiLIoTKUtAMTEZN6W8ieFtvpuYWCJ/UZNFdpK7SQAyzpfxqQttHV0zHx+YLUtEREREREZCkNbIqIsChraurkBXl5iteK//xpuXNbGkO0RAMsKIU3VHgGwzPNlTFkXIsuKLRKIiIiIiMjQGNoSEWUhVT0WJECTqm3ZIkE3qaliH1VA/5W2bI9QMFxUK3cqlfaetkDmeWPYTUREREREhsLQlogoi8JUPbKvbcFIrRFcXfVfXWqJlaOstDVPSUlicGtjk/lmgIRhNxERERERGRpDWyKiLKQArSBVj1Kl7b//Akql/sdkbQy1CBmQGUJKgZslMGWlLT/mn7usrRFssv1viWE3EREREREZGkNbIqIsClP16OsLODmJK8nHxBhmXNbEUP1sAcDFRQzYVCoxuLUEpqy05cf8c6dtETIJK22JiIiIiMjQGNoSEWVRmABNJmOLhIIwZKWtjY3YdgGwnL625lBpy9A2p7xCW1YoExERERGRoTG0JSLKorBVj1yMTHdSaKvvRcgklhZEmsNCZC9fAhkZxr9/c5a1PUJ2WSuUBcFoQyIiIiIiomKEoS0RURaFDW2zVtoyxMmdIBi2PQJgeaGtKdsjODoCdnbiZUs5X8YiVdHmVWmbng6kphptSEREREREVIwwtCUiykKqeixogFa6NCCXi31UpQo9yik5WQy5ZDLAy8sw9+HmJn63hPYIgmDaSluZjP1Zc5NXewQ7O8DZWbzM80ZERERERIbA0JaIKIvCVj3a2gKlSomX2SIhd1JrBHf3zApPfbOkStuMDHHRNMA0lbaAZZ0vYxGEvENbgIu4ERERERGRYTG0JSLKQgptC1P1yL62+TPkImQSSwohpSpbwHAhdn64qFZOSUmAUikubCedn+xYoUxERERERIbE0JaI6JWsH1UvTNVj1r62pJ2h+9kClhna2tmJAaEpsGI0J6nK1s0t95+LJc0zIiIiIiKyPAxtiYheSU/PXESsKKHtkydASor+xmVNpEpbb2/D3UfWnrbmviicKRchkzB8zCm/1ggAK22JiIiIiMiwGNoSEb0iBWg2NmKP2oJycQFKlBAvP3igv3FZE2O0R5BCW4VCXPTMnJlyETIJw8ecpHPB0JaIiIiIiEyFoS0R0StZqx5lssIdg31tcycIxmmPYGcHODuLl829epSVtuZJl0pbnjciIiIiIjIkhrZERK8UpZ+thKFt7l68EKtfbWzyDsP0IWuLBHNmTpW2KSmaC6MVZwVpj5CYaP5tOIiIiIiIyPIwtCUiekUfVY9SX9uHD4GMjKKPyZpIrRE8PQG53LD3ZSlVkOZQaevgkHn/5n6+jEUKbaVgVhs3N7EiX6kEkpKMMiwiIiIiIipGGNoSEb0iBWhFqXr09hZ722ZkAI8e6Wdc1sIYrREklhLamkOlLZB5vtifVaya1aWnrY1NZkW3uc8zIiIiIiKyPAxtiYhe0UfVo0zGFgm5McYiZBKGtgWT9aP+xV1ystjGQybLu9IW4GJkRERERERkOAxtiYhe0ddH1RnaaieFtt7ehr8vS+lpaw7tEQDLCbmNQWqN4OaWfxsPnjciIiIiIjIUhrZERK/oO7R98IALFGXFStuczK3SlhWjui1CJuF5IyIiIiIiQ2FoS0T0ir5CW39/wM5O/Jj106dFH5c1UKmA58/FywxtM7HS1vzosgiZhKEtEREREREZCkNbIqJXpKrHogZocjlQurR4+cGDoh3LWiQkAEolYGubGRAaktQeISVF7E9qrlhpa34KUmnLsJuIiIiIiAyFoS0R0Sv6rHpkX1tNUmsELy/AxgivPI6OYrUzYN59bc0ltGX4mEkKrtkegYiIiIiITMnW1AMgIjIXUmirjwCNoa2muDjxuzFaIwCATCYGkc+eiUGkMRY/K4xCv1Fw7pz44Hx9gRIlgJIlM1PqQpBC27Q0IDVVDL2Lq8JU2iYliZXk+S1cRkREREREpCtW2hIRvaLPStsyZcTgMC5ODHSKO2MuQiaxhOrRAlfanj4NtG0L1KkDREQAtWoBgYFiaLt5c6HHYW8PODmJl835fBmaIBQstHVxEVt+CIJ5V3QTEREREZHlYWhLRPSKPkNbR0fAz0+8zL62maGtMStepb625hym6TznHj0CevQA6tcH9u4Vq2qrVhXDWrlcXOWtb19g+HCxVLYQLCHkNrSUlMwgXZeFyKSKboAtEoiIiIiISL8Y2hIRvaLP0BZgi4SsWGmrnU6VtjExQMuWwNatYkrYvz9w4wZw+TLw+LEY0k6YIO67YgXQuHGhJh37s2ZW2bq6ihW0umBoS0REREREhsDQlojoFYa2hqFUZoZhDG0zCYIOc+7ZM7Edwo0bYhuEixeB9euBkJDMfWxtgZkzgZ07xRN87hzQqxeQkVGg8Zj7+TKGgrRGkEhhd3E+b0REREREpH8MbYmIXpGqHvUd2j56lHns4uj5czGgtLcXKxiNxdzbI2RkiOcFyKXSNj4eaNcOuHQJCAgA9u8HwsNzP2D79mLPWw8P4NQp4KuvCjQeVoxmPvbChLbF+bwREREREZH+MbQlIoJYDapQiJf1Fdp6eIhBmEoF/Peffo5pibL2s5XJjHe/5l45mjXIzxHaKpVA9+7A2bOAry+wbx9Qvnz+Bw0JAZYtEy9PmQKcP6/zeFgxWrhKW3OfZ0REREREZJkY2hIRIZ8ArQikatvivBhZXJz43ZitEYDMMC0pSQzOzY3UGsHeXkuYPW8e8PffYmnynj1AlSq6H/jtt8XANyMD6NdP54XJWGlbtPYIxfm8ERERERGR/jG0JSJCZoBmawvI5fo7LvvammYRMgBwcQFsbMTANinJuPeti1wXITt/Hpg4Uby8eDFQo0bBDiyTAV9/Dfj5AVeuAJMm6XSzrJW2UtuG4kYKbaVzoQuGtkREREREZAgMbYmIoP9FyCRZK23NsdrTGLK2RzAmG5vMHrrm2NdW65xLSQHeeUfs1dGtG/Duu4U7uK8vsHq1eHnRIuDff/O9iVRpq1DoXJxrdYrSHiElJbPFChERERERUVExtCUiguFCWz8/8ZhpaUBsrH6PbSlMVWkLmHe/Ua2Vtp99Bly9Cvj7i6FrUZoAd+kCNG8uJokLF+a7u62tWJ0MFM+q0dTUzOeBgoS2jo6ZzxvF8bwREREREZFhMLQlIoLhQlsbG6BMGfFycexrq1BkBqYMbTXlmHPHjwNLloiXv/sOKFGi6Hfy6afi92++AZ4/z3d3cz5fhiZV2bq4AHZ2Bbst+wETEREREZG+MbQlIkJm1aO+Q1ugePe1lRYhc3QEnJyMf/9ubuJ3c2yPoFFpq1IBo0aJG959F2jfXj930r49EB4uNvVduTLf3Ytz+FiY1giSrP2AiYiIiIiI9IGhLRERDFdpCxTv0DZra4SifNK/sMy5clQjtN24ETh1SmzCO3Om/u5EJsustl28WGy8mofiHD4WZhEyCRcjIyIiIiIifWNoS0SEzNBWo7+onpQuLbZJSEgofqGOVGlritYIgHmHttKccxZeir1sAeDzz8V+tvrUp4/4zkFsLPD993nuas7ny9CKUmlbnM8bEREREREZBkNbIiIYttLW3j4zhytufW1NuQgZYN5hmlRpW/G3ucB//wHBwZktEvTJzg4YM0a8PG8eoFTmumtxrhiVHnNR2iMUx/NGRERERESGwdCWiAiGDW2B4tsiQQptvb1Nc/9Ze9oKgmnGkJu0NMA94QFCtswRN8ydKzb/NYTBg8Ufwq1bwJ9/5rqbOYfchqaPnrYMbYmIiIiISF8Y2hIRgaGtoZi6PYIU2ioUQGqqacaQm/R0oM2+CZCnpQDNmgE9ehjuzlxcgH79xMsbNuS6W9aetuYWchuavtojFLfzRkREREREhsHQlogIhg9tAwPF7zExmR+Lt3ZpaUBSknjZVJW2dnaAs7N42dyqR92unED1S5EQZDJg4ULDr9T29tvi9+3bxdJjbWNyE4eRkQEkJxt2OOYkLS1zjbbCLEQmhbbp6eb35gAREREREVkmhrZERMgMUg0V2rq5ieGhIGRWn1o7qTWCi4vhPvWvi6wtEsyGSoWa60YBAJ53exeoXdvw91m3LlChgphO/vqr1l3kcvHnBRSvj/pLVbZOToV7Dsj65kBxOm9ERERERGQ4DG2JiGD4Slsgs0WAFGZaO1MvQiYxyz6tP/4I3zsnkWbvirjR041znzIZ8M474uXIyFx3y9oiobgoSmsESXE8b0REREREZDgMbYmIkBna2tsb7j6kFgHFpdLW1P1sJWYX2r58CYwfDwA43OR/sA0MMN59v/WW+H3vXuDxY627mN35MgKpOlYfoS0rbYmIiIiISB8Y2hIRgZW2hsBK21zMmwf89x8SvIJwouFog75RkEP58sBrrwEqFbB5s9ZdimP4qI9KW7ObZ0REREREZNEY2hIRwTihbXGrtJVCW1MtQiYxq562//4LfPUVAGD/63ORYeto0DmnlbQgWS4tEopj+KjP9gjFKewmIiIiIiLDMWloO2vWLNSrVw9ubm7w8/NDt27dcOPGDY19WrRoAZlMpvE1dOhQjX2io6PRsWNHODs7w8/PD5988gkyMjKM+VCIyIIJAittDYHtEbSYMAFISYHQtCn+qdgTgGFbcmjVp4+44tjp00BUVI6ri2P4KIW20mMvjOJ43oiIiIiIyHBMGtoePHgQw4cPx4kTJ7Bnzx4oFApERETg5cuXGvu9//77ePTokfprzpw56uuUSiU6duyI9PR0HDt2DOvXr8e6deswadIkYz8cIrJQGRnip8UB41TavnyZGRJbK6USSEkRL7u6mnYsZhPanjwJbNgAyGTImLsQAmQATBDa+vkBbduKlzduzHG12ZwvI2J7BCIiIiIiMjcmDW3/+usvDBw4EFWrVkWNGjWwbt06REdH4+zZsxr7OTs7w9/fX/3lLv1lBGD37t24evUqNmzYgJo1a6J9+/aYNm0ali9fjvT0dGM/JCKyQFmfKgwZoDk4ZAaY1l5tKwW2AODkZLpxAJntEVJSAIXCRIMQBGDUKPHywIFIq1pHfZXRQ1tArLYFgN9+y3FV1vBRejPDmqWnA8nJ4mV9tEdITBR/3EREREREREVha+oBZJXw6jOF3tkaIEZGRmLDhg3w9/dH586dMXHiRDg7OwMAjh8/jvDwcJQsWVK9f7t27TBs2DBcuXIFtWrVynE/aWlpSMtS5pb4qixGoVBAYbK/6MlcSXOCc8N6JSUBSqUNHByAjAzDplQeHjIkJMgQE6OCr2/++1vq/EtMFM+poyOgVKqgVJpuLHI5YGNjA4UCiItTmaTHrmzTJtieOAHBxQUZU6bg5UsFlEob2Nsbfs5p1bYtbGUyyM6fh+LePaB0afVVjo6ASmUDpRKIj1fB0dEy56Cunj7NnKtyuarQwX7W8/b8uUr9ZgEVjaU+B5J14PwjU+L8I1Pi/CNTs/Y5qOvjMpvQVqVSYdSoUWjcuDGqVaum3v7WW28hKCgIpUqVwj///IPx48fjxo0b2Lp1KwDg8ePHGoEtAPW/Hz9+rPW+Zs2ahalTp+bYvnv3bnUYTJTdnj17TD0EMpC4OAdERQXDySkDO3feNuh93b3rjzt3PLBz51NER+tebmtp8y821glRUWXh5qbAzp13TD0cPHgQghcv7PHbb9EoWTIl/xvokTwtDa3GjIEtgGvduiHq/HnExV012pzLTdOKFeF94wauzJ2L+xERGtf9+28okpNtsW3bffj4pAKwvDmoq4cPXRAVVQZeXmnYufNekY6l7byRfljr/CPLwPlHpsT5R6bE+UemZq1zMFn6qF8+zCa0HT58OC5fvowjR45obP/ggw/Ul8PDwxEQEIDWrVvj9u3bCA0NLdR9TZgwAWPGjFH/OzExEYGBgYiIiNBovUAEiO+A7NmzB23btoWdnZ2ph0MGcO8ecOeODUqUADp0qGTQ+/LwkGHfPhkqVCiPDh3y/wy1pc6/69eB6GgblC4toEOHyqYeDp4+leHePRnq1AlF9erGvW+bL76A/OlTCEFBqLBiBSo4OeH+fXHO+fgYfs7lOq6LF4HJk1E9OhpVO3TQuC4mRoYHD8TzVaGCZc5BXZ05I8PDhzJUrCigQ4ewIh0r63kLK9qh6BVLfQ4k68D5R6bE+UemxPlHpmbtczBRx4UwzCK0/eijj7Bjxw4cOnQIZcqUyXPf1157DQBw69YthIaGwt/fH6dOndLYJyYmBgDg7++v9RgODg5w0LLakJ2dnVVOBtIPzg/rpVKJH6F3dgbs7OQGvS8/P/G+EhOBgkwnS5t/GRni43RzK9jjNBQvL+DBAyA1VW7c8Vy9CixYAACQLVkCu1dvDAqCeH6cnAw/53LVpQsweTJs9u+HTUaGRvNhLy/g4UMgJSXzfFnaHNRVUpL4syhRouhzVTpvyclGnmfFgLXOP7IMnH9kSpx/ZEqcf2Rq1joHdX1MJl2ITBAEfPTRR/j111+xf/9+hISE5HubCxcuAAACAgIAAA0bNsSlS5cQGxur3mfPnj1wd3dHGMtciEgHUotrLe/l6J2Pj/jd2hcikz7tYepFyCRZF9cyGkEAhg0TE+wuXcSvV4w553JVo4bYyzY5GThwQOMq6Xy9ajVv1aTHWJRFyCRZFyMjIiIiIiIqCpOGtsOHD8eGDRuwceNGuLm54fHjx3j8+DFSXi07fvv2bUybNg1nz57FvXv3sH37dvTv3x/NmjVD9Vefb42IiEBYWBj69euHixcvYteuXfjiiy8wfPhwrdW0RETZGTNAkxbBSkkRv6yV9NjMpU24SULb778HDh0ST8KSJRpXpaeL3+3tjTie7GQyoFMn8fIff2hcVZzCx/h48bs+Q9viEHYTEREREZFhmTS0XblyJRISEtCiRQsEBASovzZv3gwAsLe3x969exEREYHKlStj7Nix6NGjB37//Xf1MeRyOXbs2AG5XI6GDRvinXfeQf/+/fHll1+a6mERkYWRAjRjhLZ2dpkBojVX25pbpa2bm/j9xQsj3WFcHDBunHh58mQgKEjjarOotAUyQ9sdO8TK4FeKU6WtPkNbk7w5QEREREREVsmkPW0FIe9FeAIDA3Hw4MF8jxMUFISdO3fqa1hEVMwYO0Dz9hZDnbg4IJ823hbL6JW2KpVYOSqTab3aqGGaIAAjRgBPnwJVqwKjR+fYxSwqbQGgVSvA0RG4fx+4cgWoVg1A8am0VSjEnrYAK22JiIiIiMi8mLTSlojIHEihrbECtOLQ19bglba3bgETJgBduwKVKomJe6lSwBtvAF99BZw+rbG7FNomJYn5rkF9/z2wcaO4utW332pd3cpsKm2dncXgFhCrbV+RzteLF0Y4XyYkhav29mJ2XVRSaJuUBCiVRT8eEREREREVXwxtiajYM0WlLSBW2lorg1XapqUBX34pVoTOng1s3w7cvCku9vX4MbBtG/DZZ0D9+kDLlsDffwOCABcXwMZGDCClykqDuHkTGD5cvPzll0CDBlp3M5tKW0CzRcIrrq5i5iwIRmwpYQJZWyPkUqRdIM7OgK2t9Z83IiIiIiIyPIa2RFTsGTu0ZaVtIR05AlSvLvaITUsDWrcGli4F9uwB7t0Tr583T6y2tbMDDhwQq0ibNoXN2dNwdRUPY7AwLS0N6NsXePlSDIzHj891V7MKbTt0EL8fP64uPZXJMvsAW3OLBKnSVh+tEQDxvBWnfsBERERERGQ4DG2JqNgzZaVtPq29LZIgGKDS9uhRoE0bsZK1ZEngxx/FsPajj8TtQUFA48bA2LHA1q3A7dvidQ4O4m0bNECb3Z/CVpFimBBSEMSFx86fF1P5H34QS1VzYTbtEQDx3JUvL5YhHzqk3lwcwkd9LkImKQ7njYiIiIiIDI+hLREVe6YIbWUyIDU1syLVmqSnZ/bz1Eul7Y0bQJcu4g+qQwfg+nWxojWvz7MHBopVuHfuAG+9BahUqL5rLoZ9XR3CgfwXuCyw6dOBZcvEy2vXAqVL57m7WVXaAmLVMgDs26feJPVnffFCD30DzJQhQtvisogbEREREREZFkNbIir2pADNWKGtrW1mNZ419rWVqmxtbbWuwVUwMTFA+/biiapfH/jpp4IlbKVKAZGRwPbtSPUpDZ+4Wwj7sAUwbJj+UrUFC4BJkzIvd+6c703MqtIW0BraFoeKUSm0lYJWfZCOZc3njYiIiIiIDI+hLREVe6YI0Ky5r23WfrZFWtwpJUVcJOvuXSA0FPj9d8DFpXDH6twZFyKv4EztD8R/f/21uJjZzp1FGCCAVavElgwAMG0aMHq0Tjczu0rbli3F75cvi0E5ikfFqCHbI1jzeSMiIiIiIsNjaEtExZ4U2hozQJP62lpjaKu3frazZgFnzgAlSgB//gn4+RXpcC6lPLCj8yr89el+oFw54MEDoGNH8evatYId7MULYOhQ8QsAPvsM+PxznW9udqFtiRJAzZri5f37AWSGjwZbuM3EMjKApCTxsiHaI7DSloiIiIiIioKhLREVa4Jg/PYIQGalrTW2R8haaVtot28Dc+aIl7/+GqhQocjjkkLIm6VbApcuiQuH2dqK1bbh4cDw4cCtW/kf6O+/gerVxSpbQAxsZ84sUFmx2bVHAIBWrcTvr0LbzPDROnvaJiaKv/92dnpcMA8MbYmIiIiISD8Y2hJRsZaeLgY3ANsj6IteKm0//lhMNtu2Bbp318u43NzE7y9eAIKTMzB3LnDlCtCtm7hy2ooVYjj82mvAkiXAqVPiImgxMcC5c2L7gwYNxHDz3j0gOFgMOGfNKlBgm/WNArOptAVy9LWVQu6XLzMXlrMmWVsjFKmNRzbSeUtJARQK/R2XiIiIiIiKF1tTD4CIyJSkikcbG7Ho0lik9ghxcWKIp8/QyNSKXGn7++/AH3+IJZBLl+rt5EihrUIBpKa+Gl/FisCvvwIHDgCzZwN79ohh7alTuR9IJgM++EAMfaWDFoBCYZo3CvLVrJn4S3D3LnD3LpyDQ2BrK/6OpKQUdUU582OIRcgAwNFR/LmmpYnVtiVK6Pf4RERERERUPLDSloiKtawfUzdmcOrlJd5fenpmX01rIVXaFiq0TUkRq2wBYMwYoFIlvY0r68fgcywS1aIF8NdfwMOHwOLFQJMmQFCQmOjJZOICaF27At98I/bC/frrQgW2QGaVrUwmjslsuLqKVcYAsG8fZLLMqtHkZOt7j9cQi5BJpPPGFglERERERFRYDG2JqFgzRT9bAJDLM8Mia+trK1XaFqo9wsKFYqVn6dLAF1/odVyAZosErUqWBEaOBA4fFlsgxMeLK1YlJADbtgHvvy+OrQiyLnxndhXWUouEbIuRWWNoKwWqhghtperdHG8OEBERERER6YihLREVa6ZcEMpa+9oWutI2JQVYtEi8PGuWWPmpZ1IIWaAwzcZGTNn1xCz72UqyLkYmCOrwMTnZnEqC9cOQlbZcjIyIiIiIiIqKoS0RFWtZqx6NLWtfW2tS6Erb778HnjwR2xK8+abexwUUMrTVM7MObRs0ENP2mBjgyhWrrrQ1RnsEVtoSEREREVFhMbQlomKNlbb6V6hKW5UKmD9fvDx6tMFWhTOHMM2Ucy5fDg5iP18AOHgwS2hrXZW2SmXmHND3QmRZj8lKWyIiIiIiKiyGtkRUrJkyQLPWSlsptC1Qpe327UBUlFj2OGiQIYYFQIeetkZg1pW2ANCsmfj98GF1+JiSYl2VtomJgCCI7w0YoAsHQ1siIiIiIioyhrZEVKyZQ6VtXJwYIFkDlQpITRUvF6jSdt488fuwYYZJ0V5hpa0OpND20CG4u4kT8+VL66q0lVojeHgYZjG4rPPMWn63iYiIiIjIuBjaElGxZsoAzdNTXONKoTBt5ac+SVW2QAFC2+PHgaNHxdLTESMMMi6JOYS2Zl9pW7++OLhHj+D57DYAIC1NDoXCxOPSI6kC1hD9bIHMeZaenvkmBhERERERUUEUKrT97rvvcPfuXX2PhYjI6KQAzRShrY0N4OUlXraWvrbSImSOjuLj04lUZfvOO0BAgEHGJZHaI6SkwGQhpNlX2jo6isEtAIeTh2D3qsjWWt5YAAy7CBkA2NlltgdhiwQiIiIiIiqMQoW2s2bNQvny5VG2bFn069cP3377LW7duqXvsRERGVyRA7SDB4F27cSPlK9aVeCERupray2hbYH72T56BGzbJl4eM8YQQ9Lg6AiTh5BmX2kLqFskyI4ctsr+rIYObYHMvramrOomIiIiIiLLVajQNioqCtHR0Zg1axacnZ0xb948VKpUCWXKlME777yj7zESERmMFNoWOEC7cAFo3x5o0QLYvRs4fBgYOlSsFH3vPeD5c50Ok7WvrTWQKm11bo2wYYPYCLdRI6BqVYONSyKTmb5FgiWFtjh0CG6v+tpaU/iYtaetoVhj2E1ERERERMZT6J62pUuXxttvv42FCxdi8eLF6NevH2JiYrBp0yZ9jo+IyKAKVWm7fTtQpw7w11/i8vPDhokf8Q8LE0tN164F+vQBMjLyPZQU2hbLSltBANavFy8PHGioIeVg6tDW7NsjAEDDhmJ/izt34Kf4DwCQmGiAFbtMxBiVttI8Y2hLRERERESFUajQdvfu3fjf//6HRo0awcfHBxMmTICXlxe2bNmCJ0+e6HuMREQGU+AA7ckTYPBgsTq0c2fg2jVgxQpg7Fjg8mVg/34xsdyzBxg/Pt/DSe0RimWl7dmzwJUrYs+C3r0NOq6spL62bI+QB3d3oFYtAEDZ+0cAWE+lrUqV+VjYHoGIiIiIiMyVbWFu9Prrr8PX1xdjx47Fzp074WnIv3qIiAyowKHt8OFicFutGvDzz5o3lMmAli3F6tFevYAFC4AaNYD+/XM9XNb2CCpVARbvMlMFqrRdt0783r27YT+nng0rbXXUrBlw9ixK3jgM2NWxmorRFy/E3zW5HHB1Ndz9sD0CEREREREVRaHigQULFqBx48aYM2cOqlatirfeegvffPMNbt68qe/xEREZVIECtM2bxaBWLheD2dxu1LMn8MUX4uUPPgBOn871kO7u4uGUSuuoyNO50jYtDdi4Ubw8YIBBx5SdqUNbi6i0BdR9bT3+OQwAePHCOtojZO1na8g3SUw9z4iIiIiIyLIV6s+VUaNGYevWrXj69Cn++usvNGrUCH/99ReqVauGMmXK6HuMREQGIwVo+Ya2jx8DH34oXv78c6B27bz3nzpVbJ+QlpbZTkELG5vMFgnW0NdW50rbHTvExdpKlwZatzb4uLJiewQdNWkCAHC8dRWuac+tJnw0xiJkWY+fmCi2byYiIiIiIiqIQteYCIKAc+fOYc+ePdi1axf+/vtvqFQq+Pr66nN8REQGo1QCCoV4Od/Q9pNPxB4GNWuKoW1+bGzEj/+7uwP//ANs3ZrrrtbU11bnSlupNUL//mKpsRGZugLSYtojlCghLq4HoNLTc0hJyQycLZkxFiEDxDcHZDLxeSYpybD3RURERERE1qdQoW3nzp3h4+OD+vXrIzIyEhUrVsT69evx9OlTnD9/Xt9jJCIyiKwBVJ5Vj48fi60RAOCbb3QvkfT2BkaNEi9PmZJrta3U17bYVNrGxAB//ileNnJrBCAztE1KyvVHYlAWU2kLqFskVH0mtviwhmpbqcesoUNbG5vMqm5rOG9ERERERGRchQptK1eujO+//x7Pnj3D2bNnMX/+fHTp0oULkhGRRZEqHm1t8yn2XLNGLMlt0ACoV69gdzJ6tPg56StXxH64WhS7StstW8Tyw9deAypVMsq4snJxEQM1lcr4FZCCUICWHOagaVMAQJWnZwFYx6Jaxqq0BbgYGRERERERFV6hQtu5c+eiU6dO8DDiat9ERPqm08fUlUpg1SrxstTTtiA8PYGxY8XLU6aIx8vGWiptBUHHStstW8TvvXsbfEza2NgArq7iZWP3tVUoMvubWkSlbePGAICyz67BTpFsFRWjxgxtpapuhrZERERERFRQhe5pe/DgQXTu3Bnly5dH+fLl0aVLFxw+fFifYyMiMiidQts//gAePBCT1V69CndHH38MeHkB168DmzbluFqqtH3+3DQf19eX9PTMTDrXStvYWODQIfFy9+5GGZc2puprK805mQywszPufRdK2bIQypSBXKVE6f9OWXz4KAiZAaox3nfOuhgZERERERFRQRQqtN2wYQPatGkDZ2dnjBw5EiNHjoSTkxNat26NjRs36nuMREQGoVNou2KF+H3QIMDRsXB35O4OjBsnXv7yyxzVtu7uYosGlSqzCtASSVW2cnkegeS2beIDrVsXCA420shyMlVom7WfrUxm3PsuFJkMQqNGAICgB0ctPnx88UL89bOxyZwDhsT2CEREREREVFiFCm1nzJiBOXPmYPPmzerQdvPmzZg9ezamTZum7zESERlEvr1Fb90Cdu0S07UhQ4p2ZyNGiJ/HvnkT2LdP4yqZLLPa1pJbJEj9bJ2d8wgkpdYIPXoYZUy5kRaIMnZ7BItahOwVawptpTdF3N3F4NbQTPXmABERERERWb5C/cly584ddO7cOcf2Ll264O7du0UeFBGRMeRbaSv1sn39daBcuaLdmZsb8M474uU1a3JcLfW1teTFyKRK21xbIzx7BuzfL142cWhr6vYIFrEI2SuqV6Ft4H8nkPg8Z09mSyJVvBpr3VRW2hIRERERUWEVKrQNDAzEvmyVYgCwd+9eBAYGFnlQRETGIAVoWqse09KA774TLxdmATJtBg0Sv2/bBjx9qnGVtVXaarV9u/jZ9OrVgQoVjDYubcyhPYLFCA9HuqMTHNMS4RB12dSjKRJjLkIGZIa2SUla1yAkIiIiIiLKlW1hbjR27FiMHDkSFy5cQKNXFThHjx7FunXrsHjxYr0OkIjIUPKsejx4UCx7LVkSaN9eP3dYsyZQuzZw7hywYQMwapT6qmJRafvLL+L3nj2NMp68sNK2AORyxFWqBP+LF+B/6whSU2sUur2zqRk7tHV2FvtVZ2SIrTiMdb9ERERERGT5ClVpO2zYMGzatAmXLl3CqFGjMGrUKFy+fBmbN2/GkKL2fSQiMpI8A7Tffxe/d+4srqylL4MHi9/XrBGXsn9FCm0tudJWCm21VtomJAC7d4uXzSC0zdrTNsuPweAsstIWwPOwKgCAshbe11YKbaUKWEOTyTLfIGCLBCIiIiIiKohCVdoCwBtvvIE33nhDn2MhIjKqXENbQdAMbfXpzTeBMWOAy5eB06eB+vUBZLZHiI8XP0atz5zYWKT2CForbX//HVAogCpVxC8Tk0JbhQJITc2jOljPLDW0jQsLAwCUjT6C2ATAz8/EAyokY1faAmJoGxfH0JaIiIiIiArGCGsnExGZp1xD20uXgPv3AUdHoE0b/d6pp2dmpem336o3u7qKQZ4gAM+f6/cujSXPSttt28TvJl6ATGJnlzlOY1aOWmR7BADPK1SAykYOj8QHSLkZberhFIogGH8hMiCzqteSK5SJiIiIiMj4dA5tvby84O3trdMXEZElkKoecwRoUpVtmzZ5rKpVBFKLhE2bgJcvAYgfo5aePi21r22ulbbp6ZmtEbp0MeqY8pK1RYKxWGqlrdLREQnlagEA5MePmng0hfPypdhbNmvLAmOQQltW2hIRERERUUHo3B5h0aJFBhwGEZHx5Vr1aKjWCJJmzYDy5YFbt8TFufr3ByD2tX382HL72uZaaXvkiJiM+vkBdeoYfVy5cXcHYmJYaaurFzUawevWGTidPQLgTVMPp8Ck1gju7sZtP2KqRe+IiIiIiMiy6RzaXrx4EdOmTYOLiwsOHTqERo0awda20C1xiYhMTgrQNKoeHz8GTp4UL3fqZJg7lsmAd94BpkwBfvpJHdpabaXtH3+I39u3B2zMpyuPKcI0S620BYD0+o2AX5bA88oRUw+lUIy9CJmElbZERERERFQYOv/1vHTpUiQlJQEAWrZsiThLTRWIiF7RWvUoBYx16wKlShnuznv1Er/v3q1Ok3x8xE1WV2krndOOHY06nvyYIrS15EpbWeNGAACvfy9ZZAJpikXIAIa2RERERERUODqXygYHB2PJkiWIiIiAIAg4fvw4vLy8tO7brFkzvQ2QiMhQtAZohm6NIAkLE7+uXgW2bwf697foSluVCkhNFS9rVNrevg3cuAHY2gIRESYZW27Y07ZgXMv7I84rFN7Pb0M4dhyy9q+bekgFYqrQVnpzICUFUCjERfCIiIiIiIjyo3NoO3fuXAwdOhSzZs2CTCbDG2+8oXU/mUwGpVKptwESERmCIGgJbVNSjLtgVq9ewNSpwM8/A/37qyttExLEBZMsqQONVGULZAttpSrbJk2M/7n0fLA9QsG4uwM3yjaB9/PbyDhwBHYWFtpKla7GDm0dHcXnmLQ0cQwlShj3/omIiIiIyDLp3B6hW7duePz4MRITEyEIAm7cuIHnz5/n+GLbBCKyBBkZYnUokCW0/ftvMX0MDARq1DD8ILK2SEhIgLOzOBZBAJ4/N/zd65PUz9bRMVvbWjNtjQCwPUJB2doCj8s3AQCojhw18WgKzlSVtgBbJBARERERUcEVeEUYV1dX/P333wgJCYGHh4fWLyIicydVPAJZqh737xe/v/66uFiYoVWtClSpIg5m+3bIZJbb11ZrP9uXL4EDB8TLZhjaSu0RpI+tG4MlV9oCQEK1xgAAu3MnNX+JzJwgmG4hMsA0bxAQEREREZFlK9Qy3s2bN4etrS1iY2Nx+fJl/PPPPxpfRETmTqp4tLfPks8eOiR+b97ceAORqm23bAEAdV9bSwttpUpbjdYI+/aJwV5ICFC5sknGlRdHx8z+osbqa2vJlbYAoKpYGclOPrBJTQHOnzf1cHT2f/buO7yt8mwD+H00vLczHGfvvROSkL0HhBBSIGwoBUqBfm1aWigtEEb5uoAPGqDssBoIBEhCyICEbBIynR1nD48M7y1L5/vj8bHkeEmypKNx/65Ll44lWXp9fCwf3ec5z1tSYg/m9QhtWWlLRERERESuciu03bVrF/r06YNWrVqhX79+GDBgQPVl4MCBTj/PCy+8gKFDhyI2NhYtWrTA9ddfjyNHjtR4TFlZGR566CEkJycjJiYGc+bMQXZ2do3HnDlzBtdccw2ioqLQokULPProo6isrHTnRyOiEFErPCssBHbtkmVfTqaohbarVgEFBdWVtoHWaabOSlutNcKMGb6pXHaRovi2AlJVA7/SNj5BwZl2Um2LzYHTIkGrso2NbUKvaFWViQMXLgQefhiYPFl6UjvRy4SVtkRERERE5Cq3Qtt77rkH3bp1w5YtW3DixAmcPHmy+nLixAmnn2f9+vV46KGH8OOPP2LNmjWwWCyYMmUKiouLqx/z29/+FsuWLcPixYuxfv16ZGRk4IYbbqi+32q14pprrkFFRQW2bNmChQsX4v3338eTTz7pzo9GRCGiVmi7dStgtQIdOkhPW1/p3VuqUMvLgWXLArY9Qq1KW1UFVqyQZT9sjaDxZZhWZ0uOABMXB5xtWxXabtqk72Bc0ORJyAoLgZkz5e/17ruBBQuA774Dnn5a3jP+8pcG/2hZaUtERERERK5yq97kxIkT+OKLL9ClS5cmvfjKlStrfP3++++jRYsW2LlzJ8aMGYP8/Hy88847+OSTTzBhwgQAwHvvvYeePXvixx9/xPDhw7F69WocPHgQ3333HVq2bIkBAwbg2WefxR//+Ec8/fTTCAvUT8ZE5FW1Qtv16+Xal1W2gJR73ngj8OyzwOLFSBp7G4AgqLRNSwPOnZMUd9w4vYbVKK2vrS/aI2ihraLY2zIEmvh44Eg7mYwMmzZJOO+HVdRXatIkZOfOAddeC+zdK2n7VVcBQ4dKWPvWW8D+/cBzzwHvvCMHf9q3r/UUDG2JiIiIiMhVblXaTpw4EXv37vX0WJBf9Wkmqaqp486dO2GxWDBp0qTqx/To0QPt2rXD1q1bAQBbt25F37590bJly+rHTJ06FQUFBThw4IDHx0hEwaFWaKv1s/V1aAsA2tkDq1cjOUrSz4IC302O5Qm1Km211ggTJ17R6Na/6FFpW6OPcoCJiwMyWg1GpSkcuHgROHZM7yE5xe1JyPbuBYYPl+sWLSSo3rgRePFF4Ne/ltuXLAG6dgUyM4HrrgOKimo9jeN2pqpN+lGIiIiIiChEuFVp+/bbb+Ouu+7C/v370adPH5ivKBm67rrrXH5Om82G3/zmNxg5ciT69OkDAMjKykJYWBgSriiNadmyJbKysqof4xjYavdr99WlvLwc5VpiA6Cg6tO6xWKBJZBSEvIJbZvgthFciosVWK0KjEYVloISmLZvhwLAcvXVvk9Le/WCqV07KGfOwLxhFcLCZqK0FMjOtiEpKTC2v8JCWZ9hYSosFhXG5cthAGCdNg02Px57VJSMOydHxu1NRUWA1WqAyQRYLDavvpYnOb4HRkUBFYoJ51OHoP2Zzahcvx5qhw76DtAJly7J7zkmxoXf85kzMI0bByUvD2qPHqhculSqa6/cnq+9FujXD6aRI6GkpcF2yy2wfv45YLAfF4+MlN99aSlQWGjz5+MYfof/g0lP3P5IT9z+SE/c/khvwb4NOvtzuRXabt26FZs3b8a3335b6z5FUWC1Wl1+zoceegj79+/HJh/0yHvhhRcwf/78WrevXr0aUTVm0SGyW7Nmjd5DIA86dCgJ6enNUVmZj/anvsOoigqUJSZi1ZEjwNGjPh9P3z590OnMGZx77TVkdGuPS5ci8dVXGWjbVs7b9/ftb9u2drhwIRI//ZSB3GPnMX3bNgDA9+HhKNV62/qhs2djkJ7eGrm5pYiJOePV18rOjkR6ejvExVVgxYqTXn0tb1izZg2sVuDYse7YHd0L7bEZ5xctwp7mzfUeWqM2b+6A/Pxw7NlzDtnZxY1/g82Gq596Cs3z8pDbpQu2/PnPqDx4UCYiq0fi736HkU88AePy5Th+6604eOedNe4/e7YLysqMWLLkFBITy+t5FqqPv78HUnDj9kd64vZHeuL2R3oL1m2wRDtVtRFuhbaPPPIIbr/9dvzlL3+pVeXqjocffhjLly/Hhg0b0KZNm+rbU1JSUFFRgby8vBrVttnZ2UhJSal+zPbt22s8X3Z2dvV9dXn88ccxb9686q8LCgrQtm1bTJkyBXHaOYxEVSwWC9asWYPJkyfXqiqnwBUZqaC4WMHQoSpG7JIDUGGTJmGGTpNmKWFhwIoVaL9vH8b8vDf2HTCiT58uuOqqioDY/s6cMSA+HpgypTO6bP8vFJsNap8+GH/XXXoPrUHnzwPZ2QbExQEzZvTx6msdOQKcPWtA69YqZszo6dXX8qQr3wPT0w0oVK8BDr2FdmfOIHXGDL2H2CBVBfbtM6BFC2DWrM5o1qzx7zG8+iqM+/ZBjYpCzNdfY0rXro1/04wZUFNSgDvvRNclS9DxjjugOryfnD9vQGYmMHRoZ3Tr1oQfKMTwfzDpidsf6YnbH+mJ2x/pLdi3wQIn+/O5FdpevnwZv/3tb5sc2KqqikceeQRffvklfvjhB3Ts2LHG/YMHD4bZbMb333+POXPmAACOHDmCM2fOYMSIEQCAESNG4Pnnn8eFCxfQokULAJLEx8XFoVevXnW+bnh4OMKrG1namc3moNwYyDO4fQQXqxUwGoHoaMC4eTMAwDBuHAx6/Y4nTgRiY6FkZaFL7m4cNA5Dfj5gNsup3P6+/ZWXy/qMjzfCtGoVAEC55hq/HjMAJCfLuEtLAaPR6HhGu8epqrxWZGRgTkSmbYNJSUBG+9EAACU9Hea8PMCPq21LS4HKSln3zZoZG1/3hw4BTzwBAFD++U+Y69mXqNMddwB79gAvvgjTE08AM2fKCwNISgIuXABKSpwYA9Xi7++BFNy4/ZGeuP2Rnrj9kd6CdRt09mdy6+PpDTfcgHXr1rnzrTU89NBD+Oijj/DJJ58gNjYWWVlZyMrKQmnVNOTx8fG49957MW/ePKxbtw47d+7EPffcgxEjRmD48OEAgClTpqBXr1644447sHfvXqxatQp//vOf8dBDD9UZzBIRAfaJyCKMFmDLFvlCj0nINGFhwPTpAIA2u5YCAHJy9BuOK1RVgjEAiAyzAitXyhc6VS27IjpaWo/abHXOH+VRjhORBbK4OKA0MgklnXrLDT5oa9QU2iRkMTFOhOUWC3DnnUBZGTB1KvDLX7r+gk8+KQntwYPABx9U36ydyFM15yoREREREVGD3Kq07datGx5//HFs2rQJffv2rZUQ//rXv3bqeV5//XUAwLhx42rc/t577+Huu+8GALz00kswGAyYM2cOysvLMXXqVLz22mvVjzUajVi+fDkefPBBjBgxAtHR0bjrrrvwzDPPuPOjEVGI0ELbxJO7gJISCVlcqajzhuuuAz77DImblgI3P4/Ll/UdjrMsFqlcBoDofT9K2pyYCFSdEeHPDAYJ8woKgMJCe7DmDdo2F+jHE+Pj5fpyr9GIOnEA2LABmD1b30E1QAtttXE36LXXgB07ZPt95x1AUVx/wfh44E9/An7/e+Cpp4BbbgEiIqpf38kzoYiIiIiIKMS5Fdq+/fbbiImJwfr167F+/foa9ymK4nRoq6qNz+AcERGBBQsWYMGCBfU+pn379ljhxxPdEJH/qQ5t922QhdGj4dVz450xfTpgNMJ8eD8Sc08gF52qx+nPtB7qRiNgWvWNfDF1KmBy61+Mz8XFSZBWUAC0bu291wmmSlsAyOgyFm3xBnDFfoC/0UJbh9b4dSsqAv76V1l+4YWmbQwPPQS8/DJw9iywYAHwu99Vh7astCUiIiIiIme4lVCcPHmy3suJEyc8PUYiIo/TArTY3Q6hrd6SkqrH0efUMgCB0SJBa40QFQUoK6pC2wBojaDRQkhvV0AGW6XtiTZV7UT27LEno37I6dD21Vel6WznzsDPf960F42IAObPl+W//hXIz/fZdkZERERERMFB57IyIiJ9lJcDUFVE7tsuN1x9ta7jqTZrFgCg51HpaxsILRK0SttmZeeAtDQ5pXzaNH0H5YLYWLkuLPTu6wRbpW22MRXo0kWaGldN5uePtMrWBkPbvDzg73+X5aef9sxMcXfeCfTsKUde/vnPGu0RnDjRiIiIiIiIQpzb566eO3cOS5cuxZkzZ1ChfRKt8uKLLzZ5YERE3lReDsQXnIXx8gU5jX/AAL2HJGbOBH77W6QcXY+I0lzk5sbqPaJGaZW2XdOr2tQMHw40a6bfgFzESlvXOK4vdcxYKMeOSYsEP62udqrS9qWX5IG9ekkPWk8wmYBnnwV+9jPgjTcQ+6c/Q1HCYbVKJ4ZY///TJiIiIiIiHbkV2n7//fe47rrr0KlTJxw+fBh9+vTBqVOnoKoqBg0a5OkxEhF5XHk50Pl8VZVt375AZKS+A9J07gz07g3DgQPoeuxbXB5yk99XZmqVtu33B15rBMB3oW2wVNrGxkoxtc0GlF01BpHvviOTkfmpRiciu3QJ0A42P/OMNGf2lFmzpDfu+fMwfLUEsbG3VPdPZmhLREREREQNcas9wuOPP47f//732LdvHyIiIvDFF1/g7NmzGDt2LG688UZPj5GIyKNUVQK01PM/yQ1Dh+o7oCtddx0AoPuRpcjN1XksTigtBUyVZWi5/zu5YcYMfQfkIoa2rjEY7IFjXv+xsrBjh5SP+pmyMrkADVTa/uMfMvaBA4HZsz07AJMJ+MUvZPk//+FkZERERERE5DS3QttDhw7hzjvvBACYTCaUlpYiJiYGzzzzDP72t795dIBERJ5WUSHBbesM/w5tuxz7FrnZFp0H07iSEqD9qfUwlZcAqan+02rCSY49bb3ZazRY2iMA9qrV3Lj2QPv2gNUKbNmi76DqoFXZRkXVE5YXFACvvy7L8+dLIu1pv/iFPO/69WhdeBgAQ1siIiIiImqcW59OoqOjq/vYtmrVCsePH6++79KlS54ZGRGRl5SXA4pqQ6vMnXKDv4W2V10FtUULRJQXoMXhDaio8O85I0tLgW7pVa0RZsyQc+cDiBbaWiz2qkxvCJZKW+CK6uQxY+QLP2yR0OgkZO+/L2l99+7ea+vRpk31c/fY+CYA71d1ExERERFR4HMrCRg+fDg2bdoEAJgxYwZ+97vf4fnnn8fPf/5zDB8+3KMDJCLytIoKIPnyUUSUF0gv29699R5STQYDlJkzAQA90pejsNC/U76SYhVd0wOzny0AmM1SiQl4N0wLpkpbLbTNzwcwtqpFwvr1uo2nPg1OQma1Aq+8Isv/8z/eqbLVPPAAAKD1dwthqixjpS0RERERETXKrU8oL774IoYNGwYAmD9/PiZOnIhPP/0UHTp0wDvvvOPRARIReVp5OdBam4Rs0CDpO+lvZs0CAPQ4ugyFBX44PgdhJ48gKfcEbOYwYNIkvYfjFscWCd4STJW2WnuEggLYQ9vt26Xs2o80OAnZN98Ax49LolvV8slrpk0D2rWDuSAHvQ5+zkpbIiIiIiJqlFuhbadOndCvXz8A0irhjTfeQFpaGr744gu0b9/eowMkIvK08nI/noRMM3EiKsMikZh/GpHpZ/UeTYNSdq0AAJQPHwvExOg8Gvd4ezIybfI7IDhC2xqVtp07A61ayQ+4bZuu47pSg5W2L78s1/ffD0RHe3cgRmP1hGSDd/6HlbZERERERNQot88FzMvLw9tvv43HH38cOTk5AIBdu3bh/PnzHhscEZE3lJf78SRkmqgo5F81GQDQIW2rzoNpWLv90hrBOjXwWiNovB3aaoEtEBztEWpU2iqK37ZIqDe03bsXWLdOwtSHHvLNYO69F6rRiPZnNsF85jisVt+8LBERERERBSa3Qtu0tDR069YNf/vb3/DPf/4TeVWfipYsWYLHH3/ck+MjIvK4iqIKpGTtkS/8NbQFUD71OgBA9yObdB5J/Wx5BWh7UiagMlw7Q+fRuM9Xoa2i+Gc3Dldp66uwELDZYA9t167VbUx1qXcisv/7P7meMwdo1843g0lNBcaNAwD0PPC5V1txEBERERFR4HMrtJ03bx7uvvtupKenIyIiovr2GTNmYIMfzh5NROTIcHA/TNZyVEQnAF266D2cepmvvxY2KGh/8SDgp2cxVHyzBkZbJS4ndUVE3656D8dt3u5p6zgJmaJ45zV8KSZGilRVtWqdab2Mt24Fiop0HZumvBwoKZHlGj1tL10CPvlEln/7W5+OSbnxRgBA74OL2SKBiIiIiIga5FZo+9NPP+GBqpmQHbVu3RpZWVlNHhQRkTdFpMkkZPldhvh1gpbQvSXOtb4KAFD51QqdR1M39RtpjXCi5zUwuN1wR3++qrQNhn62gPzZaEF3QQGkr22HDoDFAvjJwVstFI2MBByOLwMLF0qiO2gQMHy4bwc1ezZsigGpmTtReuCEb1+biIiIiIgCilsfscPDw1FQxyfbo0ePonnz5k0eFBGRN0UdlH62BT2v0nkkDTObgVN9ZwIA1K+X6zyaOlitCFst4zo7YKbOg2kab4e2jpW2waLGZGSKYq+2/e473cbkSOtnW6PKVlWBN9+U5ToOPntdixa41GccACB82ee+f30iIiIiIgoYboW21113HZ555hlYLBYAgKIoOHPmDP74xz9izpw5Hh0gEZGnxR6W0La0t//2s9VcvFrC0Igta/3mtPNq27bBePkiSiMSkNN7tN6jaRKtarS0VIpFPS3YKm2BKyYjA4DJMnEe1qzRZTxXqnMSsvXrgaNHpb/DLbfoMCogZ6K0SEj8frEur09ERERERIHBrdD2X//6F4qKitCiRQuUlpZi7Nix6NKlC2JjY/H88897eoxERJ5TUoLYMwcAAGV9/T+0NfTuiayYdjBUlAOrV+s9nJq+/hoAkN51BiJizToPpmkiIqSyGfBOX9tgDG1rVNoCwIQJUnG7fz/gB62S6gxttSrbW2+1J/U+Vjb9BtgUAxLSdwAnT+oyBiIiIiIi8n9uhbbx8fFYs2YNli9fjldeeQUPP/wwVqxYgfXr1yM6OtrTYyQi8px9+6DYbCiKbgGlTWu9R9Oo5GYKdqaOly+WLtV3MFeqGs+RbtchKkrnsTSRoni3RUIwtkeoVWnbrBkwcKAs+0GLBC1Mrg5tL10CvvhClvVojVAlumMLnG4/Vr74nC0SiIiIiIiobi6HthaLBSaTCfv378fIkSPxq1/9Cn/4wx8wSetlR0Tkz/bsAQBkpQwMiAAtKUnFztYT5IvlywGrVd8BaY4eBQ4fhs1owrEu0xAZqfeAms6boW0wV9rWWF9+1Ne2Vk/bhQvlFzF4sExCppP4eOBAL2mRgMVskUBERERERHVzObQ1m81o164drP4SHBARuUILbVv2D5DQFjjSbCBKIxOBy5eBrVv1HpJYtgwAcLnPOJRHxAd8pS1gP1veG+0RgrnStro9AlCzr62q+nxMjrRxxcej5gRk99+v25gACbsP9ZQWCfjpJ+DUKV3HQ0RERERE/smt9ghPPPEE/vSnPyEnJ8fT4yEi8q69ewEAWSkDAiJAS0wEbEYzjnaeLjf4S4uEqn62ZwdeBwCstG1EMFfaFhc7FICPHCnJdEYGcPiwbmOrrLTP2xcfD7+YgEwTEQFUJrfE6fZj5IYvv9R1PERERERE5J/cCm3//e9/Y8OGDUhNTUX37t0xaNCgGhciIr9ktQJpaQACJ7Q1mYCoKAsOd5spN1SFpbq6dAnYvBkAcLy3hLbBUGnL0NY1UVGyfaqqwzqLjARGj5blNWt0G5tWLS1/P/CLCcgcxcdLL2gAwIoV+g6GiIiIiIj8ksmdb5o1axYURfH0WIiIvOv4caC4GBZTBHKSuwZEaAsAsbEVSE+eCpvJDMPRo8CRI0D37voNaMUKwGYD+vfHxaj2QFFwVNqyPYJrtMnbcnIktE1MrLpj0iTpafvdd8Cvf63L2LTWCHFxgHLZYQIynVsjaOLigPSuMzBt9TypAi4qkipgIiIiIiKiKm6Ftk8//bSHh0FE5ANVrREutOgLm8EUMFWPsbEWlCMOuf3HI3nnammR8Oij+g1Ia9Fw3XUoLZVFVto2LBgrbQF7aFurr+1jjwHr1klarUNSXaOfreMEZIMH+3wsdYmPB44ld0NpamdEZhyXgPv66/UeFhERERER+RG32iN06tQJly9frnV7Xl4eOnXq1ORBERF5hTYJWcoAAIFT9RgbK4nf6f5Vp1Pr2QOzpARYuRIAoF47EyUlcnMwVNpqoW1RkRQSe1IwVtoC9snIagTdAwYArVrJily3To9hVY8nPs5/JiBzFBcHQFGQOXCG3MAWCUREREREdAW3QttTp07BWj3riF15eTnOnTvX5EEREXmFQ2hrMgFGo77DcVZMjIS2+7vOlnPSt24FTp/WZzArVsjMU+3bw9J/SPUEVMFQaRsdDRgMEthqk1h5SjBX2gJXhLYGAzBT3x7MWqVt+1P+MwGZIy3sPtHzGllYsUKaAxMREREREVVxqT3CUodZy1etWoV47VMHAKvViu+//x4dO3b03OiIiDypqj1CVsv+AVXxGBtbgcxM4Kw1FerYsVB++AH47DN9WiR8+qlc33QTSkqlt7nRCJjNvh+KpxkMku0VFEhfWy2Q9IRgrbTV1lGN9ggAMGuWVLguXQosWCAr14eqQ9tV/jUBmUbbfUpPHYtJUVHA+fMySWL//voOjIiIiIiI/IZLoe31Vf3WFEXBXXfdVeM+s9mMDh064F//+pfHBkdE5DEXL0owAiC7ZT/EBFB4Fh1tgcEAWCxA2ay5iPzhB2DRIt+HtkVFwDffyPLcuTX62QbL3JRxcRLaFhQArVt77nmDtdK2zvYIADBhgiTgGRnAzp3A0KE+HVd+PhBVcgmJa/1rAjKNFnbnlkZAnTgRyrJl8rfF0JaIiIiIiKq4VPpis9lgs9nQrl07XLhwofprm82G8vJyHDlyBNdee623xkpE5L6qKtuK9l1QER4bUBWPRiOQkCDLF8fMkRt27QLS0307kGXLgNJSoEsXYODAoOpnq/HWZGTBGtrWW2kbEQFMmybLOrRIKCgA+u9ZCMXiXxOQabT1VlEBWCY7tEggIiIiIiKq4lJou3XrVixfvhwnT55Es2bNAAAffPABOnbsiBYtWuD+++9HuXYOKBGRP6kKbUu7DwAQeKepJyZKv8uLajNg8mS5UWtV4CuLFsn1zTcDilKj0jZYaGfQFxZ67jlV1R7aBtp21xit0rakRCrBa5g1S659HNqWlwPlpTYM2fmG3OBnVbaAtBOJjpblvBHTZWHrVqCOSV6JiIiIiCg0uRTazp8/HwcOHKj+et++fbj33nsxadIkPPbYY1i2bBleeOEFjw+SiKjJqiYhK+4spx8HWsVjcrJc5+RAQlPAHqL6Ql4esHKlLFe9PittnaMFtkDgbXeNiYiw9zOutc5mzJCq8P37gRMnfDam/Hyg0/E1SM45Jr/QW2/12Wu7QtvW8uLaAX37ygx4q1frOygiIiIiIvIbLoW2e/fuxcSJE6u/XrRoEYYNG4a33noL8+bNwyuvvILPPvvM44MkImqyqtA2v9MAAIFX8ZiUJNeXLwO4/npJ/w4ckEDMF77+WtLHnj2BPn0AICgrbb0R2monoBgMgMmlTvL+T1Ea6GublASMGSPLPqy2zc8Hrvrp3/LF3XdLb10/pK23/HxIwA3Ye0YTEREREVHIcym0zc3NRcuWLau/Xr9+PaZPn1799dChQ3H27FnPjY6IyBPKyoDDhwEAee0HAAjE0FbaI+TkQBrcau+9vqq21VoxzJ1bPesYK22d49jPNlgmbHPU4DrToUVC2aGT6Ha0Kvz81a989rquqtEPWPt7XrNG+mkQEREREVHIcym0bdmyJU6ePAkAqKiowK5duzB8+PDq+wsLC2HWzpMkIvIXBw8ClZVAUhIKYlsDCLzQ1rE9gqpCwlNAQltvhzyXL0uYBNhbMyA4K20de9p6arVqlbbB1hpBU+9kZIA9tN240Wf9WuM+fh0KVFwcOBno3t0nr+mOGhXKI0bIH9KFC8C+fbqOi4iIiIiI/INLoe2MGTPw2GOPYePGjXj88ccRFRWF0aNHV9+flpaGzp07e3yQRERNUjUJGfr3R3mFlDoGWmgbHy/tQSsrq0KemTNlJqPjx4FNm7z74v/9r7xw//41QrBgrLTVQluLRQq0PSFYJyHT1NseAQA6dJDtxmYDvvjC+4MpLUWrFe8AAC7e9LD3X68JarRHCAsDxo6VG777TrcxERERERGR/3AptH322WdhMpkwduxYvPXWW3jrrbcQ5lA69O6772LKlCkeHyQRUZNofV/79QvYAM1gABITZfnyZUhgq02w9MYb3nthVbU//y9+UeOuYKy0NZvtP4+nWiQ4tkcIRg1W2gLA7bfL9XvveX8wixYhrCgHefHtUTn1Gu+/XhPUaisxebJca1XtREREREQU0lwKbZs1a4YNGzYgNzcXubm5mD17do37Fy9ejKeeesqjAyQiarIDB+S6d+/qU9UDLbQF7JOR5eRU3fDAA3L9+efAxYveedFNm2T9RUUBd9xR465grLQFarZI8IRA3uac0WClLSDbjdEI/PijtCrxFlUFFiwAAPw05EHEJxm991oe4LjeVBXApElyw4YN9o2GiIiIiIhClkuhrSY+Ph5GY+0PQ0lJSTUqb4mI/EIdoW0gvlVpfW2rW4MOHgwMHSqlnN6qYtSqbG+91Z4yVdEqbYMttPX0ZGQhX2nbsiVw7bWy7M1q2/XrgZ07UWkKx+5B9165ufqd2FiZmM5qBYqKAPTpI+uqpATYulXv4RERERERkc7cCm2JiAJGfj5w7pws9+oV0FWPtSptAeDBB+X6P/+RvqGedPGiVPECwC9/WeMum83e8zWY2iMAng9tA3mbc4YWjpaV2QPqWn7+c7n+4ANpGOwNf/0rAGD3gJ+jNLpZdcW0vzIY7FXdBQWQBFertmVfWyIiIiKikMfQloiCm3Y6duvWQEJCQAdotSptAeDmm4GEBODECc/3wnzvPUnhhg6Vql4HWpUtwErbxgR7pW14uP3vqd51Nn26VJFeuACsWOH5Qfz0E7BmDVSjEZuvfhSxsdKRwd/VmIwMYF9bIiIiIiKqxtCWiIKbQ2sEILCrHrVK29xch6LaqCjgrrtk+fXXPfdiNptU7wK1qmwBe2gbESEVg8HE0z1tgz20BZxokWA2A3feKcvvvuv5ATz/vLz+NbchL7Fj9Xj8Xa3QVqu03bFD/tCJiIiIiChkBdlHbSKiKziEtqoa2KFtfDxgMkkPzBrhmDYh2bJl9lYQTbVmjVTvxscDc+fWujtYJyED2B7BHY1ORgYA99wj1998A2Rlee7F9+8Hvv4aUBScuuXxGuPxd7W2tdatgZ495aDJunW6jYuIiIiIiPTH0JaIgptDaGu12itUAzFAUxQgMVGWa7RI6NkTGDtWfrh//KPpL6Sq9ue56646m9ZqlbbB1s8WYHsEdzRaaQvIdjp8uBx1WLjQcy/+wgtyPWcOshN7AAic0LZWpS1gr7ZliwQiIiIiopDG0JaIgptDaKtVPAKBG6BpfW1rTEYGAH/+s1y//jpw8mTTXmTNGuD772Ul/eY3dT4kmCtttfYIpaWemTOLlbYO7rtPrl96CSgubvoLHzsGLFoky3/6U3X4GSihbZ0HCDgZGRERERERgaEtEQWzvDwgI0OWe/WqDs/CwqRqNRBpfW1rVNoCEvRMniwp41/+4v4L2GzAH/8oy7/6FdCxY50PC+ZK24gIacEKeKavLSttHdx+O9CpE5CdDbzyStNf+Pe/l212+nRg4MDq1w/YnrYAMG6czKJ27Bhw+rQewyIiIiIiIj/A0JaIgpdWZdu2LRAXFxQVj/VW2gLA3/4m1x9/DOze7d4LfPIJsGePpF5PPFHvw4K50lZRPNsiIRi2u8Y4XWkbFgY884ws//3vTZtsa9ky6WVrMlW389BeP1AqbbVxFhVJ1wgAsvENHSrL7GtLRERERBSyGNoSUfByaI0ABEd4poW2tSptAWDgQODWW2X5scdcf/LycnubhcceA5o1q/ehwVxpC3g2tA2lSlun1tfcuUCfPlIJ724P5uJi4JFHZPl3v6vuWV1UJDcFSmgbFSWZs6peUdU9frxcM7QlIiIiIgpZDG2JKHgFYWirtUfIy3OozHP07LNybv/q1a73xHztNTkdu3Vr4H/+p8GHBnOlLWDva8v2CM7RQtvycqCsrJEHG43Ac8/J8v/9H5CV5foLPvecbKvt2lW3AykokPDTZAqcgwmOVd01WiRooe3atfJDERERERFRyGFoS0TBKwhD29hYyWRtNglua+nUCXjwQVl+4AHg4kXnnvjgQWD+fFmeP7/R1IuVts4Lhu2uMWFh9gDfqXV23XXAsGGS/j//vGsvdvAg8M9/yvIrrwDR0QBQYxKyQOpZXWdf25Ej5Q/93Dng+HFdxkVERERERPpiaEtEweuK0FareAzk8ExR7NW2dfa1BYCnnpIJxE6cAGbNsies9cnMBGbMkNRo5EjgrrsaHUewV9p6KrS12WRuOCC4K20BFyYjA2RD/utfZXnBAulN64z8fOC224DKSmDmTNm+He5yHEegqHNbi4oChg+XZbZIICIiIiIKSbqGths2bMDMmTORmpoKRVHw1Vdf1bj/7rvvhqIoNS7Tpk2r8ZicnBzcdtttiIuLQ0JCAu69914UaU3tiCh05eTYT7vu1QtA8FQ8NtjXFpBUd8UKICEB2LoVuPNOSQ/rUlQEXHutnGretat9YqdGBHulrafaI2gHCoDA3+4a4/RkZJoJE4D775fT/2+5Bdi+veHHFxcD11wjE+U1bw68+mqNuwNtEjJNnZW2APvaEhERERGFOF1D2+LiYvTv3x8LFiyo9zHTpk1DZmZm9eW///1vjftvu+02HDhwAGvWrMHy5cuxYcMG3H///d4eOhH5O63Ktn17ICYGgD20DfSKx0YrbQGgRw/gq6/kFOvPPwd+/evaqVB2NnDTTcCuXRKCffutPRFugKqy0tZZWmhrMEgr12Dm1jpbsACYNk2OAlx7rVSH16WsDLj+emDzZjkYsWaN/G07cGyPEEjqrVCeMEGu2deWiIiIiCgk6RraTp8+Hc899xxmz55d72PCw8ORkpJSfUlMTKy+79ChQ1i5ciXefvttDBs2DKNGjcKrr76KRYsWISMjwxc/AhH5qytaIwAhVGmrGTsWePddWV6wAEhNBe65B/jgAwnAWreWoDYyEli2DOjc2anXt1jsk6AFa6WtFqQVFdVfpOwMx0nIAqnPqjtcao+gMZmAzz4DBg6U/svTpsnBBm3FqSqwYYO0QvjuO+lf++23QP/+tZ4qUEPbeiuUhw8HIiLk4Mrhwz4fFxERERER6cvve9r+8MMPaNGiBbp3744HH3wQlx1Siq1btyIhIQFDhgypvm3SpEkwGAzYtm2bHsMlIn8RxKGtU5W2mttvBz76SFpElJQA778vPWu//lqS1+HDgW++kUmhnKRV2RqNUsgbjKKjpTrWZpPg1l3Bss05w+X2CJrYWGD5cqBdOyA9HZg9Ww4o3HUX0KWLHHz47jtZiUuX2nu9XiFQe9rW2x4hPBy4+mpZZosEIiIiIqKQ03jjQh1NmzYNN9xwAzp27Ijjx4/jT3/6E6ZPn46tW7fCaDQiKysLLVq0qPE9JpMJSUlJyNJ6WdahvLwc5donaQAFVZ8wLRYLLNqMMURVtG2C20ZgMe7fDwOAyu7doVb97oqLFVitCoxGFRZLYJxuXNf2FxcHWK0GXL4MlJbaGm9Be9NNwI03Qtm6FYZ33oGyezdskyfDdtdd1f1+4cL2XVAgrx8VBVRWNqEM1c9FRhpQUADk5NjcbgNRXCzrymgELJbAXFfOvgdGRsrPmpPjxs/avDmwfj0Mr74Kw3//CyUzUyrCAagxMVBvvBHWBx8EBgyod1vNzTXAagWiomyubM6609ZbURFQXGyr0b7FMHYsjGvXwvbdd7Ded59+g9QR/weTnrj9kZ64/ZGeuP2R3oJ9G3T25/Lr0Hbu3LnVy3379kW/fv3QuXNn/PDDD5g4caLbz/vCCy9g/vz5tW5fvXo1ooL1XF9qsjVr1ug9BHLB1N27EQFgc14e8lasAAD89FNbZGVFYfv2TFy40MRmpT7muP2pKnDyZFdUVhqwePFJxMdXNPCdV5gzRy4AcOqUXFyUmRmF9PS2iI8vx4oVrn9/oDh9uh0uXYrE8uXn0bate+W2587FID29NXJzS7FixRkPj9C3GnsPLCw0Iz29E06eVPHNN0fdawcxZgyUkSPRfO9eNN+zB/mdOiFz+HBYIyKAjAy51MFiMWDfvq4AgC1bjsJsDoyDMppTp7rCYjFgyZKTiIuz/z0nhodjDADLd99h5fLlUv4dovg/mPTE7Y/0xO2P9MTtj/QWrNtgiXb6aiP8OrS9UqdOndCsWTMcO3YMEydOREpKCi5cuFDjMZWVlcjJyUFKSkq9z/P4449j3rx51V8XFBSgbdu2mDJlCuIC7bxK8jqLxYI1a9Zg8uTJMAfrueDB5tIlmKvONb763nvlXHcAWVkKYmMVTJzYGd276zlA59W3/WVkGJCZCQwa5PufZf9+4Px5Azp0UDFjRi/fvrgPFRcrOHRIwcCBXXDVVe6FgGlpQFaWAR07qpgxo4+HR+gbzr4HVlYCR45IqDh+fJem9TueObN6sZ8TD79wAdi714DISGDWLOd6M/uTM2cMuHABGDq0c83W0pMnQ332WYQXFmJGu3ZAP2fWRnDh/2DSE7c/0hO3P9ITtz/SW7BvgwVO9pQLqND23LlzuHz5Mlq1agUAGDFiBPLy8rBz504MHjwYALB27VrYbDYMa6A/Y3h4OMLraDBoNpuDcmMgz+D2EUCOHpXrjh1hTkiovrmyUvqwxsQYA64X65XbX/PmElQVFPj+Z7FYtPUYvD1tASAxUX7O0lL3f06bTZ4jOjrw11Vj74Fms7TuKC4GSkuNPp0QrKRE1nNiImA2G333wh6SmIiqdidX/D2bzcCoUcCqVTBv3AhU7euEIv4PJj1x+yM9cfsjPXH7I70F6zbo7M+k63l2RUVF2LNnD/bs2QMAOHnyJPbs2YMzZ86gqKgIjz76KH788UecOnUK33//PWbNmoUuXbpg6tSpAICePXti2rRpuO+++7B9+3Zs3rwZDz/8MObOnYvU1FQdfzIi0lUdk5AB9kmhHHtGBqrkZLl2ajIyDystlWt3+7wGCu3EC5cn1nJQUXWmezBsc87wxDpzh/Z6vgyKPaneycgAYMIEueZkZEREREREIUXX0HbHjh0YOHAgBg4cCACYN28eBg4ciCeffBJGoxFpaWm47rrr0K1bN9x7770YPHgwNm7cWKNK9uOPP0aPHj0wceJEzJgxA6NGjcKbb76p149ERP6gkdC2jkL7gKOFtpcv+/61tfY7wd4CnKGt67R1Vmf46EXa6wVlaDt+vFyvXw9YrT4bExERERER6UvX9gjjxo2DqtbfJ3DVqlWNPkdSUhI++eQTTw6LiAJdHaGtqtoDtGAIbZOS5JqVtt7jidA2mA4UOEMLH31daRvooW2D29rAgfKA/Hxg925gyBCfjo2IiIiIiPQRutMQE1HwqiO0raiQ4BYIjgBNq7TNz5ces76khbbBXmkbGyvXhYX2bcdVrLT1jUAPbRustDWZgLFjZZktEoiIiIiIQgZDWyIKLhcuAJcuAYoC9OhRfbNW8WgwSAYS6CIjgYgIWc7N9e1ra+0Rgr3SVgttLRagrMy952ClrW9or6eFxoHGsdK2zgMEWosEhrZERERERCGDoS0RBZf9++W6U6capaCOrREURYdxeZii6NfXNlQqbc1m+8/obgjJSlvvU9XAr7TV1ltFRT0HCLTQdsMG35fWExERERGRLhjaElFwCYFJyDR69bUNlUpboGaLBHdo212ohLaOlbbutpRwVXGxzM+lKPbfV6Axm4HoaFmuM/Du10/+4IuLgR07fDo2IiIiIiLSB0NbIgoujYS2wRSe6VFpa7PZKwGDvdIWaPpkZME0+Z0zYmMlPLVa7eG+t2khZ2wsYDT65jW9ocFtzWAAxo2TZbZIICIiIiIKCQxtiSi4sNLWq7TWCEBoVNp6KrQNpoMFDTEaG6kY9QLtdQK1n62mwcnIAHuLhLVrfTIeIiIiIiLSF0NbIgoeqhpSoa0elbZaaBsRIcV/wa6poW0wbneN8fVkZNrrBGo/W02joe2ECXK9ebN9wyIiIiIioqAVAh+5iShkZGUBubmSJvboUeOuYAzPtErbwkJ7Rae3hVI/W6DpPW1DrdIW8P1kZIE+CZmm0QMEPXsCLVtKf5Jt23w2LiIiIiIi0gdDWyIKHlqVbefOUgrqIBhD28hIe19ZX7VI0CptQ6GfLdC0SlubDbBYZDmYtrvG+LrSNlhC20YrbRXF3teWLRKIiIiIiIIeQ1siCh71tEYAgndCKK3a1lctEkKt0rYpoa1j9TMrbb0nWHraOrWtaS0SOBkZEREREVHQY2hLRMGjgdA2GCttAXtfW1baeofWHqG01F416ywttDUYZIKuUMGetu5xXG+qWs+DtMnIfvyx5qyAREREREQUdBjaElHwcCK0DbaKR1baeldEBGA2y7KrfW0dDxQoimfH5c+aOnmbK6xWoKhIlgM9tI2Nle3E8WeqpUsXoHVrOSKwZYtPx0dERERERL7F0JaIgoOqstLWB0Kt0lZR3A8hQ3ESMqDm+rLZvPtaWlWqyRT426TBYK/srndbUxR7tS372hIRERERBTWGtkQUHDIypLml0Qh0717r7mAPbVlp6z3uhrbBus01RqsYtdmA4mLvvpbjJGTBUM3c6GRkAPvaEhERERGFCIa2RBQctCrbLl3qTMmCNUDT2iMUF9t/Rm8KtUpbwF796Gp7hFCttHWsGPX2ZGRakB7ok5BpnApttUrbn35yfaMkIiIiIqKAwdCWiIJDA60RgOANbcPDgZgYWfZFtS0rbZ0XrH2UneGrycgcK22DgVPbWocOcqmsBDZt8sGoiIiIiIhIDwxtiSg4NBLaalWPwRbaAvZqW1/0tQ3FStum9rQNxm2uMdo683albbCFtk5V2gJskUBEREREFAIY2hJRcAjRSlvAd31tVTU0K23ZHsF17gbdrgq20NbpsFtrkcDQloiIiIgoaDG0JaLAp6rAwYOyXEdoa7UCFossB2OA5qtKW4tF1iUQWqEtJyJzna/bIwRbT9tG15sW2u7aBeTleXNIRERERESkE4a2RBT4zp2TlMNkArp1q3W3VvEIBGeA5qtKW63K1mgMzvC7PlogWFQE2GzOfx8rbX03EVmwVNpqP0dRkf0ASZ1at5b3OpsN2LDBJ2MjIiIiIiLfYmhLRIFPa43QtWudCZlW8WgySeAYbLRKW2+Htlo/28hIQFG8+1r+JDoaMBgkHysqcv77WGnr3Urb8nKgrKzm6wW6qCh5n1JVJ9pxsEUCEREREVFQY2hLRIEvhPvZAvbQtrTUHqx6QyhOQgZIYBsTI8uu9LVlpa2sL1eqk12hVfFGRgbPOlYUN/rarl3r1TEREREREZE+GNoSUeAL8dA2LMw+WZY3q21DcRIyjTt9bUM5tI2JkbDbqYpRNwVbP1uNVjXsdGiblgZcvOjVMRERERERke8xtCWiwNdIaKuFZ8Ea2gL2vrbenIwsVCttAfdC22A/WNAQx4pRb7VICLZ+thqn11uLFkDfvrL8/fdeHRMREREREfkeQ1siCmyqChw8KMshWmkL+KavbShX2mqVzGyP4DxvT0amPW+whbZOV9oCwOTJcr1mjdfGQ0RERERE+mBoS0SB7cwZmR3KbJaJyOqghbbBHJ6x0ta7WGnrOm9PRsbQFjVDW1X12piIiIiIiMj3GNoSUWDTWiN06ybBbR1CITzTQltW2noHe9q6jpW27nFpWxszRjaws2eBo0e9Oi4iIiIiIvIthrZEFNga6WcLhEZoq7VHyMnxXsEdK21ZaesKb1faas8bshORAfLHOGqULLNFAhERERFRUGFoS0SBjaEtAAltFQUoK7NXxHpaKFfaOva0dSYUt9mAykpZZqWt559bVYO/0ra01F6t3SD2tSUiIiIiCkoMbYkosDG0BQCYTPawx1t9bUO50lYLbS0WCcYb4xi2hWpo681K2+JiwGqVAxXa7yZYRETY36ucWndaaLtunWygREREREQUFBjaElHgstmAgwdluYHQVgvQgjm0Bbzf1zaUK23NZntY7UyQph0oMBolUA9F2kGEoiIJWD1Jq7KNjZV1HGxcapEwcKD88RcWAtu2eXVcRERERETkOwxtiShwnT4tSWJYGNClS70PC4VKW6BmX1tPs9nsFaahWGkL1GyR0JhQn4QMkO1EC6w9XW0brP1sNS71UDYYgIkTZZktEoiIiIiIggZDWyIKXFprhO7dGyxn1ELbYA/QvFlpq7VGAEKz0hZwLUgLlQMFDVEU9yZwc0aw9rPVuFRpCwBTpsg1Q1siIiIioqDB0JaIApcT/WyB0AnQvFlpq4W2ERFS2BeKXAkgWWkrvDUZGUPbK2h9bbdv987Mb0RERERE5HMh+tGbiIICQ9saHCttVdWzzx3K/Ww1DG1d563JyII9tHW5QrldO6BbN2kevHat18ZFRERERES+w9CWiAIXQ9saEhPllPSKCpn8yZO0SttQ7WcLuNbTNlS2ucZ4u9I2WHvaulxpCwBTp8r1ypUeHw8REREREfkeQ1siCkw2G3DokCw3ENqqaugEaEYjkJAgy55ukcBKW1bausNbPW215wuFSlunq+ZnzJDrFSs8X2pPREREREQ+x9CWiALTyZNS/hkeDnTuXO/DrFbJd4HgD20Be19bT09GxkpbTkTmDm+0R7Ba7ZXkwR7aVlQAZWVOftO4cXJU5dw5IC3NW0Nz27lzwNKlzlWqExERERERQ1siClRaa4QePaTEtB5aeAaERtWj1teWlbaep7VHKC0FLJaGH8tKW+GN9gha9anJFLwHEcxmIDpalp1edxERwMSJsrxihVfG5a7Tp4EPPgB27QI2bNB7NEREREREgYGhLREFJhf72YaFSb/XYOftSttQDm0jIiRMAxqvFmSlrdAqYUtKGg+6neU4CVkw/0271Vrimmvk+ptvPD4ed505A3z8sf1Axv79Ui1NREREREQNY2hLRIGJk5DVyduVtsFa2egMRXE+SGOlrXAMuj3VIkF7nmCdhEzj1mRkWl/brVs9f+TGDWfPAh99JH8PnTpJtXppKZCervfIiIiIiIj8H0NbIgpMDG3r5BjaenIuIlbaCoa2rlEUz/e1day0DWZuhbbt2gF9+kgj71WrvDIuZ507Zw9sO3YEbrkF6NtX7tu7V9ehEREREREFBIa2RBR4rFbg8GFZZmhbQ0ICYDDIqeienPCHE5EJra8t2yM4z9N9bUMltHWrPQJgb5GgY1/b8+eBDz+Uv4MOHYBbb5WK6/795f6jR+3vKUREREREVDeGtkQUeE6ckCnVIyKkhKsBoRaeGQxAYqIse/LsaE5EJlhp6zq3w8d6hEpo61alLWAPbVeu1KV5bEaGPbBt394e2AJAy5ZASooMSztZgoiIiIiI6sbQlogCj/Zpv2dPwGhs8KFaeBYqoS1gn4zMU31tVZWVthpnA8hQO1jQEE+3RwiVnrZuVyiPGCEl95cvA9u2eXpYDcrMBD74QI6ptWsH3HZb7QMX/frJNVskEBERERE1jKEtEQUeJ/vZAvbwLJQqHrW+tp6qtLVYgMpKWQ71Sltn2yOw0taO7RHco/18hYUu9qc2mYCpU2XZhy0SsrLsgW3btnUHtoD0tVUUmaTM0xMmEhEREREFE4a2RBR43AhtQ6ni0dOVtlqVrdHIENLVSttQX1+AZytty8slFHR83mAVGyvhptUKFBW5+M1ai4SlSz0+rrpkZ0tgW1oKtGkD3H57/e+5sbFAp06ynJbmk+EREREREQUkhrZEFHgY2jbI05W2jv1sFcUzzxmotNC2qAiw2ep/XCi25aiPJyttteeIjAz+QNxgsFd2uzUZmckE7NsHpKd7fGyOLlwAFi6U94nWrRsObDXahGRpaS5WERMRERERhRCGtkQUWCorgcOHZZmhbZ0cK20bChadxX62dtHREqbZbPVXP9ps9nYSwR4sOkOriC0rs4fZ7tJC22DvZ6txezKypCRgwgRZ/uILj47JkWNgm5oK3HGHzA/ZmB495G8jJwc4d85rwyMiIiIiCmgMbYkosBw/LslPVBTQoUOjDw/F0DY+XloZWK2eOSXdsdI21BkMQEyMLNfX11bb5oDQ2u7qEx5uXw9NrbbVtudgb42gcTu0BYA5c+TaS6HtxYsS2BYXA61aOR/YAhLY9uwpy5yQjIiIiIiobrqGths2bMDMmTORmpoKRVHw1Vdf1bhfVVU8+eSTaNWqFSIjIzFp0iSkX3GaX05ODm677TbExcUhISEB9957L4pcbv5GRAFDa43Qs6ckaI0IxdDWYAASE2XZEy0SWGlbU2N9bbVqUqNRLuR8L+DGhMokZJomrbfrr5c3gx07gNOnPTksXLpkD2xTUoA773T9oI7WIuHAAXtlOhERERER2eka2hYXF6N///5YsGBBnff//e9/xyuvvII33ngD27ZtQ3R0NKZOnYoybRYSALfddhsOHDiANWvWYPny5diwYQPuv/9+X/0IRORrLvSzBUK3t6jW19YTk5Gx0ramxoK0UDxQ0BhPTUYWaqFtkyptW7QARo+W5SVLPDamy5clsC0qcj+wBeREidhYOSjk5ba7REREREQBSdfQdvr06Xjuuecwe/bsWvepqoqXX34Zf/7znzFr1iz069cPH3zwATIyMqorcg8dOoSVK1fi7bffxrBhwzBq1Ci8+uqrWLRoETIyMnz80xCRT7gY2moBWqj1FtX62rLS1vO0yaHqa4+gHSgItW2uIZ6ajIyhrYs83CLh8mXg/fdl22/ZUgJbd98XDAagXz9ZZosEIiIiIqLaTHoPoD4nT55EVlYWJk2aVH1bfHw8hg0bhq1bt2Lu3LnYunUrEhISMGTIkOrHTJo0CQaDAdu2baszDAaA8vJylDs0HSyoKv2xWCywWCxe+okoUGnbBLcN/2Davx8KgMru3aE68TspKTHAagUMBhsC8Vfo7vYXH6/AalVw4YIKi6Vp07MXFMhzmc1Nf65gEBUl6yMnp+71UVwMWK0GGI2AxeKBmeB05on3wOjohteZs3Jz5e85MjIw/55dFRkp21Jurpvb0syZMP/611C3bEHlmTPSfNZNOTnABx8YUFAgRby33GKD2Ywm/R569QI2bDDg8GEgP99WZwDM/8GkJ25/pCduf6Qnbn+kt2DfBp39ufw2tM3KygIAtGzZssbtLVu2rL4vKysLLVq0qHG/yWRCUlJS9WPq8sILL2D+/Pm1bl+9ejWiWEpG9VizZo3eQwh5isWCaw8fhgJg7cWLKF2xotHvSUvrCovFgA0bTiAuLnDf8F3d/rKzo5Ce3hZZWRWIjz/ZpNf+8cc2yMiIRlJSFvLymlgqGQROnYpFenoq8vNLEB5+ttb9Z8/GID29NXJzS7FixRkdRugdTXkPPHEiHunpKSgsLIbReM6t51BV4KefusFmU7Bt23EcOBD8jVDLyoxIT+8CRQGWLTviVo/k0d27I+nIERx8/nmcmjHDrXEUFZmxdm1bFBebER9fgd69z2D9eqtbz3WlS5c6IDc3HG+9lY2uXfPqfRz/B5OeuP2Rnrj9kZ64/ZHegnUbLNF6EDbCb0Nbb3r88ccxb9686q8LCgrQtm1bTJkyBXHaOZxEVSwWC9asWYPJkyfDbDbrPZzQtm8fDFYr1Lg4jL/zTkBRGny4qgI7dxqgqsC113ZGTIyPxulB7m5/+fnA2bMGGAzAtGk9nZmzrV6ZmQqioxVMmtQZPXq4/zzB4vRp4NIlA5KSgBkz+ta6f+9eIDvbgE6dVMyY0UeHEXqWJ94DT5wAcnIMaN4cmDGjn1vPUVQkf8+KAsyZ0zkkJnlTVeDwYQMqK4HRozsjIcH15zAcOQL88Y/om56OXm6Etnl5wMKFBqSmAs2aAXfeaUNMTE/XB1KPpCQFq1criIvrghkzaldh838w6YnbH+mJ2x/pidsf6S3Yt8ECJyf78NvQNiUlBQCQnZ2NVg6n82VnZ2PAgAHVj7lw4UKN76usrEROTk7199clPDwc4XXMEGM2m4NyYyDP4PbhB44cAQAoffrA7ETD0PJyVIeVMTFGBPKvz9XtLzlZJsKqrASKi43VPW7dUVEBGI1AfHxgr0NPSUqS9VFSAphMxlrHDmw2uT86GkG1vpryHpicLOukuBgwm91LW0tK5Dni4oCIiBBIbKskJkprgpISI5o3d+MJbrwR+OMfYVi/HoacHGlG66S8PODjjyUwb9ECuPtuIDbWs+t+wABg7VogI0N65db3XsX/waQnbn+kJ25/pCduf6S3YN0Gnf2ZdJ2IrCEdO3ZESkoKvv/+++rbCgoKsG3bNowYMQIAMGLECOTl5WHnzp3Vj1m7di1sNhuGDRvm8zETkZft2yfXfWtXN9ZFa11tMAAmvz1E5R2KYg8/cnKa9lzamRvuzBAfjLSJyCwWoKys9v2ciKw27SSW8vK615kztIPRoXZCTJMnI+vYERg2TI4mfPKJ099WUAAsXCjBbXKyFti6OYYGxMYCnTvLMickIyIiIiKy0zW0LSoqwp49e7Bnzx4AMvnYnj17cObMGSiKgt/85jd47rnnsHTpUuzbtw933nknUlNTcf311wMAevbsiWnTpuG+++7D9u3bsXnzZjz88MOYO3cuUlNT9fvBiMg7tNC2j3OnnGvhWXh4o50UglJyslxfvuz+c9hs9pCNLb+F2WxfF3Wd1aIdLGBoaxcWZg/9nTwTqBYttNRCzFChhdTurjcAwF13yfXChU5/y/ffA7m5cvDnrru8E9hq+lV1zEhLk5YQRERERESkc2i7Y8cODBw4EAMHDgQAzJs3DwMHDsSTTz4JAPjDH/6ARx55BPfffz+GDh2KoqIirFy5EhEREdXP8fHHH6NHjx6YOHEiZsyYgVGjRuHNN9/U5echIi/bv1+uXay0DdXwzBOVtqWl9mVW2tppAVZhYe37HA8WkJ0WPrpbMRqqoW2TK20BYO5ceSPcuxeoOlDemFOn5Pqaa7xf3dyjhwwvNxc4W3tuPyIiIiKikKTrCcPjxo2D2kBJhaIoeOaZZ/DMM8/U+5ikpCR84sLpfkQUoAoL7SmCk5W2WmgbquGZJypttdA2IgJNmsws2MTFAdnZdVc/sj1C3eLj619nzmBo24QnSUwEZs0CFi+WatuquQHqk58vF4MBaNu2Ca/rpLAwoFcvyZPT0oB27bz/mkRERERE/o4fwYkoMGhVtq1a2dPIRoR6aKtV2noitGWVbU0NnbIe6ttdfZpaaRuqPW090h4BsLdI+PhjacjcAK3atWVL3x180Fok7N8vEygSEREREYU6hrZEFBhcbI0AMDzTsu28PMBqde85OAlZ3RoK0lhpW7emho+stG3iE02dKinsxYvAt982+NAzZ+TalxWvHTrINlJWBhw96rvXJSIiIiLyVwxtiSgwaJOQMbR1WkyMBIeqKr0i3aFV2nISspoa6mkb6ttdfbTw0Z3Q1moFiopqPk+o0MLu0lL7AQG3mEzA7bfLciMTkmmVtr5ojaAxGOxv72lpvntdIiIiIiJ/xdCWiAKDFto62c8WYHimKE2fjIyVtnVjpa3rmtIeoaBADj6YTKF3ACEiwv4e5rEWCcuW1ds3paICyMqSZV/3lu3fX67T0+3vPUREREREoYqhLRH5P1V1q9JWC89CNbQFmt7XlpW2dWNo6zrHStsG5iCtk2NrBEXx7LgCgcdaJPTtCwwcKD1tP/ywzoecOye/n/h43/cPbtFC2pZbrcCBA759bSIiIiIif8PQloj8X3a2pI6KIlOMO0mrtA3l8Ezra8tKW8/S2iOUltae0ynUK7zrowWAFov9YICzQnUSMo3HJiMDgAcekOtXXqmz2bXWGsHXVbYabUKyvXv1eX0iIiIiIn/B0JaI/J82CVmXLi6lhwzPWGnrLRERgNksy1f2tWWlbd1MJiA6WpZdDR9DdRIyjccqbQHgjjvkjeHkSWDp0lp3a5OQ+bKfraO+feX43Llz7r9vEREREREFA4a2ROT/3GiNADC0BVhp6y2KUnf1o9UKVFbKcihvd/Vxt68tQ1u59khoGxUF/PKXsvziizXustkkLAX0q7SNiQE6d5ZlTkhGRERERKGMoS0R+T+Gtm7TQtv8fHuY6ApW2tavrtBWq7IFWGlbF3dP8w/10Naj7REA4KGHpFR80yZgx47qmy9ckPfN8HDpL6sXbUKytDTX+x8TEREREQULhrZE5P+09gh9+rj0bQxtJWwND5fgIzfX9e9npW39tL62ju0RtG3OZAKMRt+Pyd85TkbmilDvaevRSlsASE0Fbr5Zll96qfpmrZ9tmzaAQcc9xB495H0rN9c+JiIiIiKiUMPQloj8m81mn0aclbYuUxR7ta2r/SFVlZW2DWmo0pZVtnVjewT3OIa2Hqs8/e1v5fqzz4Dz5wHo389WYzYDPXvKclqaou9giIiIiIh0wtCWiPzb8eNS7hkRYW906CQtQAvl0BawT0bmal9bi8XeUoGVtrUxtHWdO5W25eVAWVnN7w812rZmsdjXRZMNGgSMGSN/5K++CsBe1apXP1tHWouEgwcVWK0MbomIiIgo9DC0JSL/tnevXPfpI+ecu0CrtA31AM3dSlutytZo5DqsS0PtEUL9QEF93Km01R4bGRm626HJBERHy7LHWiQAwO9+J9f//jcK07OQlyfV+a1be/A13NShg2wvZWVARkaM3sMhIiIiIvI5hrZE5N/27JHrAQNc+jabTarSAAZoWqWtq6GtYz9bhYVutbDS1nWOlbbOnuYf6v1sNR6fjAwAZs4ErroKKC6G5S/PAABatvSP90xFAfr1k+WTJ0P8lw9p7f7yy8ChQ3qPhIiIiIh8haEtEfk3N0NbreIR8I8AQk9apa2r7RHYz7ZhWohWVCQHCQBW2jYmNlbCOKsVKC527ntCvZ+txuOTkQHyy/j73wEACYvfRPKlI37RGkGjtUjIzIyuPogUio4cAZYsAfLygJUr7W1riIiIiCi4MbQlIv+mhbbap3cnaeGZySSn94cyrdK2oMBefewMx0pbqi06GjAYJLAtKpLbWGnbMKPRfpq/sxWjDG2FV0JbABg7Frj2WhhsVkxc+yfdJyFz1Lw50KoVYLMpOHAgNMv9T58GFi+W9xlFkd//rl16j4qIiIiIfIGhLRH5r0uXqmc1rz5P1kmseLSLirIHr65U27LStmEGAxBT1WpT62vLPsqNc3UyMoa2wivtEapYnv1f2BQDeh1ago6ZWzz/Ak3Qr5/00UhL03kgOsjMBD75RCpru3UDpk2T2zdudO0AHBEREREFJoa2ROS/tEnIOnd2uaElQ9ua3Olry0rbxl0ZpGmVttzu6ufqZGTaug310NZrlbYAzsX3xp4B9wAAYp75g/MNh32gd28VBoOK8+cVXLqk92h85/Jl4KOP5H9Z+/bAjTcCQ4YACQlykGjHDr1HSERERETextCWiPyXm/1sAYZnV3Knry0rbRtXX2jLStv6uVtpG+oTkXkztD1zBlg3bj4qwyKBzZuB11/3/Iu4KSYGSEmRI0ihUm2bnw988IH0fW7VCrjlFsBslvYiY8fKYzZtsr/fEBEREVFwYmhLRP7LzX62AE9TvxIrbb0jNlaur2yPwIMF9XOl0lZV2R5Bo623wkLPF8KePQsUxrXGuYdekBt+9zvg8GHPvkgTdOggG0Faml8VAXtFSQnw4Yey3ScnA7ffDkRE2O/v31/ez4uLgW3b9BsnEREREXkfQ1si8l9aewQ3Km0ZntXESlvvYKWt61yptC0uBqxWmYBJC8hDVWysrAer1T7xnSfYbBLaAkD47x4BJk8GysqA227zm1LO1q2LEB4O5OVJVXCwKi+XlgiXLsl7y5132ifu0xgMwLhxsrxli/yqiIiIiCg4MbQlIv9UVgYcOiTLDG2bTAttXam01UJbVtrW78rQlttd41yptNUeExsrp4aHMoPBHlx7cjKyixdluw0LA1q2MgDvvQckJgK7dgHz53vuhZrAZFLRs6eU2GrH8oJNZSWwaBGQkSEHyu68s/7q8j59gObN5T36xx99O04iIiIi8h2GtkTknw4elE+xSUlAmzYufzvDs5q09ghFRfZ10xi2R2gcK21d53iav83W8GO19Rrq/Ww13uhrq1XZtmkjwTBatwbefFNu/N//Bdas8dyLNUHfvhLaav8agonNBnz+OXDypLx33H470KxZ/Y93rLbdutV+gI2IiIiIggtDWyLyT479bBXF5W9naFtTRIT9NFtnWySwPULjHHvaqipDW2dop/nbbNL+oCHsZ1uTN0Jbrd1A27YON/7sZ8Ddd8sv6frrZXIynXXoID9/WRlw5Ijeo/EcVQWWLpUWwiaTTDqWmtr49/XqBaSkyP+6LVu8P04iIiIi8j2GtkTkn5rQzxZgaFsXrdrWmdDWZrP3SmSlbf200NZikfXF7a5xjqf5NxY+MrSt6crKbk/QKm3btbvijjfeAKZMkZL7GTOAnTs996JuUBSgXz9ZTkvTdSgeo6rAqlVyjNJgkKy8Y0fnvldRgPHjZfnHHxs/AEJEREREgYehLRH5J63S1s3QVqt4ZHhm50pf27Iy+yztDG3rZzbbK5ELClhp6yxnJyNjaFuTpyttCwuB3FwJAGt1oQkPB778EhgzRn5RU6bonpZqoW16enCElBs32nvSzpoF9Ojh2vd36ybdLCwWYNMmz4+PiIiIiPTF0JaI/I+q1myP4Aat4pHhmZ0rlbZaP9vwcE4A1RjHFgmstHWOs5ORsadtTZ4ObbUq25Yt69lmo6KA5cuBq66SN44RI4C337Yf0fGx5s2ldYDNBuzfr8sQPOann4C1a2V52jT3/tU5Vtv+9JO8BxERERFR8GBoS0T+59QpSWvMZqBnT7eeguFZba5U2rKfrfO0QDE3F7BaZZkHCxrm7Gn+rLStydPtEersZ3ul2Fhg5UpgwgQ5mnPffXIevzNvJF4QDC0S9u0DVqyQ5bFjgeHD3X+uzp2ltUVlpVTuEhEREVHwYGhLRP5H62fbu7fb6RdD29q0Sltnshat0patERqnBWmXLtlvY2jbMGfaI1itQFFRzceHOm09FBXZDxA0Rb39bK+UmAisWQP8/e9yMG3JEjmX/+mngayspg/EBX37Sv/X8+dr/s0FivR06TqhqlLAPG5c055PUSRPB6TtcF5eU0dIRERERP6CoS0R+Z9du+TazX62AEPbumihbUmJfZKx+rDS1nlXhrYmE1tKNMaZ9ggFBRJsmUzcDjVRUbI+VLXpp8JbLEBmpiw3WGmrMRiARx8Ftm4FuneXDX7+fKB9e+COO4CPPwaOH3etdYKqSnPac+eAQ4ekLc6PP0rJ6PbtUpKang5TUVH180ZHA126yLcHWrXtmTPAp59Ke4e+fYHp0yV0baoOHWQCM6sV2LCh6c9HRERERP7BpPcAiIhq+eknuR4yxO2nYGhbW3g4EBMjVXqXL8sENvVhpa3ztJ62WmjLKtvGOVNpq90XH++ZYCsYKIoE3jk5EngnJLj/XOfPS3gYF+diJfPgwRKmfvkl8PLLEuJ+9JFcAGk827GjVOcmJckbT3m5XEpLpRQ0N1d+iNxcSY8bYAZwDQD1/vvlTatjR0xO7YeIvH7IKOkPdUxvKCb/P0qSlQV88om0MejWDbj+es9u1xMmAO+8I7n3qFH2g3REREREFLgY2hKRf1FVYMcOWR461O2nYGhbt+RkCW1zchoObVlp67wrq0a5zTVOW2eFhRIcGuo470dbn5yErKb4eHto2xSO/WxdDg/NZuCmm+SyfTvw3/9KheyuXcDFi3JxhckkRz8iIuQPyGwGKiqA0lKoJSVQioqglJRIb4H0dDTHatxQ9a3W/yTAOG6M9BmYMgXo1cvvUv7Ll4EPP5QzHNq3B2680fPV+G3bAl27yipavx6YPduzz09EREREvsfQloj8y5kzUrJoMtlnnHGR1SpBEMAA7UpJScDp0433tWWlrfOuDBVZadu4mBgJam02CW7rqvTkJGR189RkZE73s23MVVfJBZBUMi1Nykq1atqKCnkjDguTUDYx0X5JSpLr6Oh6g9ZKiwWrvvwSU/v2hfnCBeDoUSAtDZfW7kXssd0IL8gDli6VCyAzc113nZSyjhpV9xEBHyookMC2uBhISQFuuUUyaW8YP15C27Q0YPRooFkz77wOEREREfkGQ1si8i9aa4S+feUDvhu0KluAAdqVkpPlOien4cex0tZ5WnsEDQ8UNE47zT8vT8JZhrbO09ZHUyptVdUe2jrVz9ZZERH2ANeDrOHh0si2Z09g7FgAQNEp4LV3K9Hu8m7c0fYHGNevBdatk766L70kl9RU4Oabgblz5cwNH1fglpRIYJuXJ++9t9/u9r81p6Smyvxwhw8DP/wA/Oxn3nstIiIiIvI+TkRGRP6lia0RAHtoGxbmd2fJ6k4LbVlp6zkRETUr53igwDmNVYwytK2bJ0LbixelKNZslurPQNS+PRCbaMKp5kNxeOajwLffylkaX3wB3HmnrKiMDAlvhw2T0PeJJ6Qfrw+Ul8vcbBcvyrZ+xx1SYe5t48fL9f79QHa291+PiIiIiLyHoS0R+RdOQuZV2uQ0rLT1HK1qVMPQ1jmNTUam3c6etjV5oj2C1s+2TRvduwe4TVHsHXT27q26MSYGuOEGYOFCSSy//lr6EURFASdOAH/9q3xTnz7Ac88Bx455bXwbNshkb1FREtg2ZdI4V7RsCfTuLcvr1vnmNYmIiIjIOwJ0V52IgpLNBuzcKcseqLRlaFubFtqWltqraevCSlvXOAaL3O6cc+UEbldipW3dPFFp65XWCDro31+ujx2TnrE1hIdLb9tPPgEuXAAWLQJmzZKjKgcOAH/5i8zcNXQo8K9/2VeKB1itwO7dsjxzJtC8ucee2injxkmoffiwFBuT7F7s39/w/z0iIiIif8PQloj8x/HjkkRERNhLhdzA0LZ+ZrM9LKuv2lZVWWnrKse+tqy0dU5Dlbbl5XL6vuPjSGjro7RU5vhyh1Zp2+RJyHTWrJn0cdUCuXpFR0tv26++kgrc994DpkwBjEZpyfP738vKGD0a+Oc/gYMH5Y3QTUeOSDgYGwt07+7207iteXN7FTKrbcWWLcDnn0uPYatV79EQEREROYehLRH5D601woABTZpem6Ftwxrra2uxAJWVssxKW+ew0tZ1DVXaardFRjIEv1J4uH0bc6dFQlERkJsrlZht2nh2bHrQqm2rWyQ0JiEBuPtuYNUqKUNdsEDCWgDYtAl49FE5aNipE3DffcAHHwAnT7oU4u7aJdcDBujXfmLsWHnt9HSPFhEHJIsF2LpVljMzZZI2IiIiokDA0JaI/Ic2CVkT+tkC9uozhmd1a6yvrVZlazQyMHMWe9q6rqFKW/azbVhTWiRoVbYtWshJDYGuTx8JJzMyZB4yl7RoAfzqV9KA9swZ4P/+D5g2Tf55nDoFvP02cNddEuC2bg1ccw3wpz8Bn34qyWwdv4D8fDlpBAAGDmzyj+e2pCQJjQFW2+7eLe0ztH2CTZvsfwdERERE/syk9wCIiKp5KLTVKm0ZntWtsUpbx362iuKbMQU6tkdwnRbIFhVJZbfJYY+E/WwbFhcnbVrdqbQNln62muhooEsX4OhRqbadONHNJ2rbFvj1r+VSUiLlmOvXS6C7Y4eUaGZmAitW1Py+pCTp0dCsGZCcjOKKZhifm4yINslIWpYsv6zYWJkkLTa25sXk3d3wMWNknZw4IRl0hw5efTm/ZLUCmzfL8qRJMjncnj3AkiXAgw/y4C4RERH5N4a2ROQfrFb7OaVNmIQMYHuExmiVtvWFtuxn6zq2R3BdVJRkVpWVQGEhkJhov4+hbcM8UWkb6P1sHfXvL6FtWhowYYIHDjZFRQEzZsgFkDLNvXvlsmePvNCJE5Kc5+TUOG0hteoCAFjUyOskJkrY26KFhMYdOsilRw/5oRISmvRjJCQAgwZJ56G1a4F77gm9A3H79snfSUyMVB736ycBdl4e8O23wPXX6zs+IiIiooYwtCUi/3D4sHwwjo5u8swtDG0bplXa5uRIm8YrP8RroS372TqP7RFcpyiy3nJypGKUoa3z3A1tLRYpFgWCp9IWALp1k/f7/Hzg9GkvVJRGRwNXXy0XR4WF0u82Oxu4fBmXDl/Cvh8uI7biMga1uwRDXtXGXVgoJeWFhXLRevjk5solPb3u1+3QARg8WMqHJ02SkmIXU9cxY6Q9wJkzkjN37uz6jx+oVFVaIQDA8OH2Vvk33CBz0e3ZI9tOr166DZGIiIioQQxticg/aJOQDR4szVSbgKFtwxIT5XN/ebnk5DExNe93bI9AzomOlr6aNhu3O1dooe2V4aN22j9D27ppBwlcbY+QkSHbaGxsk4s4/YrZLHOH7dolxbA+awMQGyulm1XWfwHsg3T4MVzbwPdVVEip5+XL0og3O1tS1VOnJFndv1/S51On5PLFF/J97dpJ4njrrfIiTgS4sbFy8srWrVJt26lT6FTbHj4sqzciouYJPO3aAaNGARs3AsuWyQEMxxY3RERERP6CoS0R+QcP9bMFGNo2xmSSMCwvTwKzK0NbtkdwncEg6zQ3l+vNFfVNRqaFuJyIrG7uVtpqrRHatg2+4K5fPwltDx6UrgZaVaWvlJYChw7J8qBBjTw4LExaIrRoUf9jcnOlFHTLFuC77+T6zBng5Zfl0qWLTJL2wANA8+YNvtyoUfIv9vx5aSPRxJNZAoKqSigLAFddVXt/YNw44NgxqTz/6ivg9tuD72+CiIiIAp9B7wEQEQEAtm+Xa4a2PtFQX1tW2rpn1iyZeL5lS71HEji0UNYxfFRVVto2xjG0VVXnv0+bhCyY+tlq2reX6uHycuDIEd+/flqa9GdOSQFatfLAEyYmAuPHA088AaxbJyHu118Dt9wiR4aOHQP+8hf5Zf7iF1KdW4/oaGDYMFlet861bSZQnTghleVms/1nd2Q0StGyyQQcP27fBSEiIiLyJwxtiUh/JSXSdA+o3TPQDVq7QIa29XPsa3slVtq6p0MH6ZvIai3n1XWaf3GxhF+KwlOW66OtN4sFKCtz7ntU1R7aBlM/W42i2DsV7N3r29dWVfu/sIEDvfQeEBUFXHcd8MknMgHaBx/IQc6yMuCdd4C+fYGbb643sb76avmfmJVlrwgOZlov20GDJLSuS/PmwJQpsrxmDXDxom/GRkREROQshrZEpL/t2yWlad3aIyVgWqUtJ4SqHyttyR/UdZq/FuDGxja5vXXQMpnsQZSzLRIuXZIDMmazVIMGIy20PX5c5v3ylcxMCUNNphotbr0nOhq44w7537l5MzBnjiTFn30mzX1/8QvpheAgKgoYMUKW162T3sbB6tw5mR/OYGj8OPDQodJporISWLIEsFp9M0YiIiIiZzC0JSL9bd4s1yNHeqREie0RGsdKW/IHdVXasp+tc1ydjEzrZ9u6dfCG4c2ayc9nszXYLcDjtCrbHj18fLBLUSSV/Pxz6X87c6akju+8I4P517+kHLvK8OEyvosXfbt+fE3rZdu/f+MtVhRFWttERUn4vm6d98dHRERE5Cy/Dm2ffvppKIpS49KjR4/q+8vKyvDQQw8hOTkZMTExmDNnDrKzs3UcMRG5RTuPceRIjzwdQ9vGOYa2V/Y3ZKUt+YoWqJSU2LMlLbRlP9uGuToZWTD3s3WkVbqmpfnm9SwWYN8+WW50AjJv6tcPWLoU2LpVSmqLioDf/x4YMADYsAEAEBFhrzz94YfgrLa9cEE6RCiK87sUsbGSdwNyDPn0ae+Nj4iIiMgVfh3aAkDv3r2RmZlZfdmkhTsAfvvb32LZsmVYvHgx1q9fj4yMDNxwww06jpaIXGazyYdMwCOhraqyp60zEhLk1NGKitqnEbPSlnwlIkJO1wfsFaMMbZ3jamirVdoGYz9bR336yHtbRoZvepQeOiRtZRMSgI4dvf96jRo+XA6EvvuulB4fPAiMHQs89BBQVIRhw+S9PSfH971/fUH7mNCzp/z4zurZU/oRqyrw5Zf2g79EREREevL70NZkMiElJaX60qxqDyw/Px/vvPMOXnzxRUyYMAGDBw/Ge++9hy1btuDHH3/UedRE5LQDByR1iI6WcxmbqKLCXjnK0LZ+RqOEDEDNvrY2m31iI1bakrcpij18ZGjrGlfaIxQVSUinKMEf2kZHA127yrIvQsldu+TaaxOQucNgAO65R0pO77tPbnvtNaBvX4RtWotRo+Sm9euDq4drbq696nn0aNe/f9o0IDERyMsDvv3Wo0MjIiIicovfh7bp6elITU1Fp06dcNttt+FMVanIzp07YbFYMGnSpOrH9ujRA+3atcNWrWqPiPyf1s92+HCZxaWJtOoYg8EjTxfUtMnIHPvalpXZQ2+GtuQLWviohbVaCMnQtmGuVNpqrRGaN5fq5mCntUjYt692+xdPyskBTp2SsHbAAO+9jtuSkoA33wTWrAHat5fBTpyIYYt/h4TIcuTl2fvxBoPNm+X33aUL0KqV698fHg7Mni2/zz17pEiZiIiISE9+HWkMGzYM77//Prp3747MzEzMnz8fo0ePxv79+5GVlYWwsDAkaKViVVq2bImsrKwGn7e8vBzlDuc9FVR9QrRYLLA4TNhABKB6m+C24R3GjRthAGAdPhw2D6zj4mLAajUgLAyorAz8hn3e3P7i4xVYrQqys1VYLJJs5OfL+gsPB2w2W1D2PCTXePs9MCpKtsOcHNkOc3IMsFqByEgb+LZbv6go+VvNyQEslob/UE+elHWcmmr/Ww8U7mx/nToBZrOsm/R0m9faFvz0k6zXzp1VREWp/ru9jh0L7NoFw2OPwfjWWzC+/CJ+0fV7vDPxY6xb1wO9e9sC/iBnYSGwY4e8dwwf7v57R6tWwPDhCjZtUvDVV8C993IfkPTDzyCkJ25/pLdg3wad/bkUVfVmDYJn5eXloX379njxxRcRGRmJe+65p0b4CgBXXXUVxo8fj7/97W/1Ps/TTz+N+fPn17r9k08+QRSbOBL51KT770f0hQvY8tRTuDhwYJOf7/LlCKxe3R7R0RZcd90JD4wweB09moidO1ugTZsijB59HgBw8WIEvvuuPWJiLJg5k+uPvG/fvmbYvz8ZnTvnYfDgbCxe3B2qCsyefQwREUF07raHFRebsHRpZxgMKm666WiDp+avWdMOly5FYvjwTHTs6EQ/hSCwfXsKjh+PR6dO+Rg2rOGD+e6w2YClSzujtNSEUaMy0LZtocdfwxtStm/HgFdfRXhhIcpNEXh/wJ+Q/7Mx6N4jT++hNcmePc1x6FASmjUrxaRJZ5rUqsJqBb77rj1yciKQklKMcePO+U/rCyIiIgoKJSUluPXWW5Gfn4847dTDOgTUcfWEhAR069YNx44dw+TJk1FRUYG8vLwa1bbZ2dlISUlp8Hkef/xxzJs3r/rrgoICtG3bFlOmTGlwZVFoslgsWLNmDSZPngyzNmMOeUZGBswXLkA1GDD0kUfs50k3wYkTwMmTBrRoAcyY0cMDg9SXN7e/bt2AggJtXUk/4SNHgNOnDUhNVYNi/VHTefs9MCUFKC83oEsXFaNGqdi92wCTCZg9uzODkgbYbMDhwwaoKjBmTBfExtb9OIsF2L3bgMRE4NZbOyMx0bfjbCp3t7/evYGFC+WsgcmTbfD0pnv0KNCmjQFRUcAvftEZRqNnn99rZswA7r8ftp//HOFr1+KBHU/iSNkNaLPiNYSlJOk9OreUlgJpaQZ07QrMnWtDt259mvycI0YAb71lQHm5DenpxXjooSHcBySf42cQ0hO3P9JbsG+DBc5MTIEAC22Liopw/Phx3HHHHRg8eDDMZjO+//57zJkzBwBw5MgRnDlzBiNGjGjwecLDwxFexwxFZrM5KDcG8gxuH16wfTsAQOnXD+bkZI88pc0mk2xFRQFmc6B8im6cN7a/li1lXeXnAyaTEYoCVFbKbbGx8HjIQYHNW++BycmyzZWUSPhiNEorzrCw4Pn79ZaEBOkBXFpqrO5RfaWMDLmOjweaNzcGbBDu6vbXubNsW3l5wPHjRvTt69nx7Nsn2+qgQUBERIBtq+3bA2vWwPaPf0H905/Qff8SlA/ZDvOnHwLjxuk9Opdt2SLVsampQK9entnGW7WSicmWLZMq3rw8M1JT+U+R9MHPIKQnbn+kt2DdBp39mfx6IrLf//73WL9+PU6dOoUtW7Zg9uzZMBqNuOWWWxAfH497770X8+bNw7p167Bz507cc889GDFiBIYPH6730InIGdokZCNHeuwptY4pdRyXoSskJMiEbZWV9smfSkrkmpOQka84TkSmTarFk16c48xkZNokZG3bImADW3coin1CsrQ0zz53UZFU2gIS2gYkgwGGPz6KYx/+iMtJXRF+4RzUCROAP/0J/tuct7aKCmDbNlkePdqz2/jQoUDnziqsVgVffin9concUVEBrF4tE9wRERG5wq9D23PnzuGWW25B9+7dcdNNNyE5ORk//vgjmjdvDgB46aWXcO2112LOnDkYM2YMUlJSsGTJEp1HTURO27RJrhna6sJgQPWp0pcvy3VpqVyzvTf5ihY8lpUBFy/WvI0a5kxoe+aMXLdr5/3x+Jv+0vUFx49L0Oope/fKWR1t2gBVu6QBq+vcwfj8T7uwa8DPoagq8MIL8j85PV3voTll1y452JiUBPTq5dnnVhTguutUhIdbkZUFrFvn2een0FBZCXz6qVSEf/UVsGGD3iMiIqJA4teh7aJFi5CRkYHy8nKcO3cOixYtQufOnavvj4iIwIIFC5CTk4Pi4mIsWbKk0X62ROQniorsJQcMbXWjdaXIyZFrVtqSr4WH2/9etapQhrbO0SqS62uJpao1K21DTXIy0Lq1BKz793vmOVVVgkIggKtsHRgMwMipMVg66x18eetiqImJwE8/AQMHAu++Kz+wn6qslCAMkN0Igxc+1cTGAkOHykR2mzcDp097/jUoeNlswJIlcuBI63u9di3www9+/adFRER+xK9DWyIKYhs2SBO69u09WgJWUSHXDG2do/XBZKUt6UkLH8+fl2uGts5prNL20iX5mzaZpEdnKNKqbffu9czznT0r75dhYTLZWTDo3Rto0QLY2/Vn2PLaXulrW1wM3HsvcPPNQG6u3kOsU1qaHLCIjbX/nr2hbdsiDBigQlWBL7+UswKIGqOq0hP54EEJbG+9FZg8We774QcJbxncEhFRYxjaEpE+1qyRa20P1kO0StuwMI8+bdBipS35Ay181FppsqetcxoLbbUq29at7VVeoaZPH6nAzMwELlxo+vNpVba9ewfPwUFFAcaPl+X1J9qiZOl3wP/+r6T9ixdLc+DvvtN3kFew2ext8a++WobqTVOnqkhMlIntvv3Wu69FgU9VgVWrgN275e/rZz+TyRFHjgSmTpXHbNwof1YMbomIqCEMbYnIKZcuAf/5D7Bwob3vZJN4ObQNlg/T3qaFtqy0JT1dGdKy0tY5jbVH0ELbUOxnq4mKArp2leWmTkhWXg4cOCDLAwc27bn8TY8eUo1dUQFs/tEI/PGPwNatsvLOnZP/1b/4haSWfuDQIfm/FRkJDB7s/dcLDwduuEECuL177dsBUV3Wrwd+/FGWZ80Ceva03zdiBDBjhixv3izhLoNbIiKqD0NbImrU6dPAO+9IpdLJk8Abb0iFgM3m5hNmZsonHkUBJk706FgZ2rpGa4+Qmyu/Ty20ZaUt+dKVIS1DW+do66moCHXObK9NQhaK/WwdaafOp6U1LRzZv1+qwZs1C751qijAhAmyvH171cRtQ4ZIafEjj8gD3nlHZvv64gtdUyZVlX0QABg2zHdn1rRtC4weLcvLl9d/sIRC248/SvsDAJg+HRgwoPZjrroKuPZa++O//ZbBLRER1c3LJxMRUaDbv196uFmtMlN2ZKRMKv3991LpMmsW0LKli0+qnWY5aJC91NNDGNq6Jj5eTiutrJRTrNkegfTgWGkbGcn2Js6KirL//RYUAImJ9vuKi+0V9MEWMLqqWzcgIkLW0alTQMeO7j2P4wRkiuKx4fmNLl3k//y5cxKKTp8OICYGeOUV4KabpNL2yBE513vCBODll4G+fX0+zmPHgKwseZ8YNszFb87Pl43g1Ck5haigQC4lJYDZLJewMEnmU1KgNG+OMId0duxYef2MDODrr4Hbbw/ObaEuNpt3JnsLJrt3AytXyvL48Q1vn0OGyPpctkwOlNhswDXXhM72REREzmFoS0R1UlU5bUvLV3v2lFMDTSapVvr2W/nQ8uabUnkyerQLPRO91BoBYGjrKkWRoOfiRSA7W8IfgO0RyLccK2tZZes8RZHAOyendmirtUZo3pwHYUwm6UG7c6ec2u5OaHvhgkyUZzB4d9IrPWnVth98AOzYIb1iq/8eR40C9uwBnn8e+Mc/ZBalAQOABx4AnnhCGif7iFZlO2RIA9u2zSZHnbdvl196Whqwb5/Lk6qZAEwHoD76KNC7N4z9+mFun6vxbtloHD+egu3b3QiOA4yqAtu2ya+8fXtg9mzuI9Tl4EFg6VJZHjECGDOm8e8ZNEjeU77+Wv7mrFZg5kyG40REZMfQlohqsdmAFStkBxIAhg8Hpkyx70T27w906gR88w1w+LCcBnboEHD99U7MUK6q9iSYoa1fSE6W0PbcOfnaYGClI/mWY6UtJyFzTXy8hLZXTkbGfrY19e8voe3Bg1LNZja79v1alW337kB0tOfH5y86dgQ6dJBC1I0b7adwA5By5WefBX7+c+APfwA+/xx4/XVpm/DznwOPPSapnhedPi1tP4xGCcaqlZXJTsvGjcCmTXLUub4Z+po1kx+yZUv5A4qLk/S3slL6X5SXyz/FzEyomZlQMjKgZGfLkc21axGHl/EbAJeTuuDkt5OR9+trkHDDhKA8OpKXB3z1lWwPgJxp9eabwM03O7G/F0KOHbN3DRk0SPaZna2YHTBAtuclS6RS12aTs9gY3BIREcDQloiuUFEhk0Wnp8sO57RpdVeRxMbKTvuBAxLwZmcDb70lM+OOHdvATM4HDkhP28hIebAXxg8wtHWF1tdWC22jonh6HvmWY1DLSlvX1DcZGfvZ1tS2rVQi5+bKwUZXzuqvrLRPYhZsE5BdSVHktO733pOgeuTImhXcACTZXbxYZlv6y18kKH3jDeDtt6UM8957gUmTXDj9xnmbNsn1kK75iN20RV5740apqNV2ADQxMbIDM2CApPZ9+0oPiJgYp1+v0mLBqi++wLT27WE6fFiS/02boKalITnnGJK3HwNufx1qRASUKVOAW26RUskAT/ZVVQLEVaskww4Lsxdb5+RITn/ttXX3aw01Z84An34qVbK9e8t6cXUfqm9fCWm/+EIKw202+VMiIiJiaEtE1QoLgU8+kUzVbAbmzJEZpeujKECfPvL5bcUKyWM3bpQPxLNmSW+8WrTWCGPGeCVZ1SptWSnqPK2t8Pnzch2ExULk58LCZLsrLWVo6yptfTkWFVZWSvsagJW2GkUB+vWTnHHvXtdC2yNHpOVpbKxkfsGufXugc2fg+HFgwwb5f16nsWPlAevXA888I+fPL14sl7ZtJcCcOlWS36b8v1dVIDMTuSu2oPNbGzHhzEakXNhbezbUli2lV9OoUXLp37+BI8jOs0ZGQh0yREp777kHAKDk5aFk9UYceWkFOh38BvEFZ+Xc+KVLJbC9/nrg1lvljCJXy7p1VlQkP8bRo/J1u3by4yQlyQRaS5bIfV99Je8zU6d6JZ8PCJmZwMcfS4F2ly7SRszdCtneveV96vPPpZOHzSb5PxERhTaGtkQEQPr1ffyxfPCPjpbPWnWGrnWIjgZuvFEC3G++kbMK33lHPt+MH3/F5xUv9rO12WTHGWClrSu0Sltt3bFXHekhLk5CW7ZHcE1doW1GhlR9RUfXUSUZwrTQ9vhxCaacLbjcvVuuBw4MnVOWx4+X9bRnj+SfDc4ZOnaszE66Z4/88//4Y+nP8fe/yyUqSp6kXz+gVy85Gtyihfyxx8dLUlVSIrPn5eZKD4TTp4ETJ6TEec8e4MIFJAIY7vi6nTvLAWCtsX7nzr47TSQhAVE3zURE35l4aZGKlhf24VbTZ4j/5hPg5ElZBx9/LCvuxhuBO+6QnSI/P43lwAFg+XJ5LzYapcfxiBH27T4iQvYP16+X1ljbt0twedNNclAjlFy6BHz0kRQLtG8vZ581Nbzu1UvW5eLF8ruoqFB4IJ2IKMQxtCUinDwpp3aVlcnni9tvD7Rt2wAAO3ZJREFUd++Dfs+esuO6cqV8ztqyRSqUZs2qqvYqL5c9fcCr/WwBhrauuPLDOD8gkB5GjJD3ja5d9R5JYKmrPYJjP1s/z4h8KjlZDkaeOyeVbDV6otYjL0/CSyD4WyM4atMG6NZNKip/+EHOvGnUgAHAq6/KRGVLl8pR3NWrgawsuV692u3xqAYDLjTrjdPtx6DbvaORMHM0kJrq9vN5Ss+ewMBBCnbv7of3EvrhlweeRcTebcB//wssWiRHxN94Qy5duwJ33y0Brp/1LSktlV/X/v3ydatWcnp+ixa1H6sowLhxsvqXLJH3m//8R8LGUKnsz8uTCfuKi2Vd3XKL5wqqe/QA5s6V/fLDhxWUlLTG9OkBV7BNREQewtCWKMTt3SufraxW2dmeO7dplZZRUXJ6WJ8+wLJlwOXL0hvvqquASaatMJeUyCmMrpyb6iQttDWZQvdUPXfExsqHAVbakp4GDGB/RHfUVWnLfrb1699fQtu9e50LbffskbPzO3YMvarl8eMltN2/XwpZ6wrw6hQRIQneTTfJyktLA7ZulRlLDxyQo7m5uZJ4OTIYZINu104mCmvfXnYm+vfHitN98NOBKHTrBlx1q6d/0qaZNk0m6srNBb5dqWD27OEyg+u//gWsWyflmF98IZMFPPEE8Oc/AxMnSoA7e7bu/3TT02U/sLBQfgWjRknxdGP7Ud26AffdJ+HihQvA++/Luhg6NLgPFhUVSWBbUCBz2t1+u2zy9bLZZOO4dEl2tBRFVnRkJJCSUuc3d+0qQfBHHwHnz8fgs88U3HabR7p9EBFRgOFbP1GIUlVpRbdunXzdp4/0LPPUDmG3bsBDD0lhza5dwLZtQIsN32AwIFW2Xtij10JbVtm6RlGkRUJ2tnzNSluiwKGFtqWlMg+T2Vyz0pZq6t1bzgbJypKgqaEgUlUltAVCq8pW06qVnK598KBU2950kxtPoiiSlPfvX/u+ykpJvhRFgsuwsDr3DQoKgF2rZHn0aDfG4GXh4XKw+t135WBAt26yncFkkv2dyZOBBQskuH3/fVmZ330nF21W17vvBq6+2qdpZ0WFTDS2c6d83ayZZMitWzv/HMnJwC9+IaHv/v0yv8H58zIZVzBWhpaWAh9+KJOxJSQAd97pMOdcQYHs7O7ZI5M7HD4sifjly7X7LztKTJSV3ru3vNEMHAgMG4bOneMxd64Nzz6r4tgxBf/9rxRWBON6JSKi+jG0JQpBVqv0LNP69I0aJUUfnv6sEBEBXHed7Icu/VpFp92fAwB2tJ2NvuWeD1cZ2rrPMbRlpS1R4AgPl0t5ub1FQkmJ5EWtWuk7Nn8UFSVVbIcPS8DWUKeeEyfkNOiICDkNPhSNGycFsgcPSu9Sj25TJpO9qXoDtmyR/ZYOHfy3erxtWwmUN2yQ/au2ba/ozx0TA9x1l1xOnpRSzYULZfntt+XSpYuUV86ZI/1/vRjgnj4tE4nl5srXw4fLfqA7gWBYmAy5dWuZtmDvXtmfuPnm4KpOr6iQyXqzs6t+ndfnI+677+WH3rRJqshVtf4niI+XN2ubTS5FRfKkubly2b9fypYBKXO++mp0mTwZszs2w0FzVxw/Lq9/yy2cbJeIKJQwtCUKMeXlwGefSY8+RQGuuQYYMsS7r9m5M/DQ1bsRlncKFeYorFKmYeNrMiuuJ2firqiQa4a2rnPsa8tKW6LAEh8vVaP5+fbgtnVrtompT79+Etru2ydBVX2Ti2kHNvv2Dd3qthYt5EycffvkzJxbfdyaoKTEXgk6apRvX9tVY8cCx47JRIBffy2nzdeZu3bsCDz1FPCXvwAbN0r17eLF8s3PPiuXzp0lCZ0zx6P9BiorgbVrpVuFqsp7x/XXy5CaQlGk3UhKCvD551LJ/uabwM9+Jj9KoKuslBbFBftOY0z65xh1+SuEPbZVjiY46thRfl+9esmRnm7dZKUkJ9d+E1FVCWszMyVF37tX3nR27pQjRhs3wrhxI+YAmNn139jU6S7sLrgNH9ta49Zbua9LRBQqGNoShZCCApnMODtbjtL/7GeyP+kLYUulytYycTpiWkQhN1d6dQ0cCEyd2kg/MCdplbasQHCdY7ETK22JAktcnIS2BQXsZ+uMbt3kf05BgfQi7dSp9mNKSqTCFAAGDfLp8PzOuHFSBHj0qPQDbtPGd6+9bZu0AW3Vyv/DP6NR2iT85z9yYHzbNqlgrZfBIEnv2LEygdtXX0niuWqVPMHf/y6XNm3kiadNA8aMcTgf3zUZGcCXXwIXL8rXAwfKU3oy/OvYEbj/fikOOH9e9vMmTJDAPVD73NpOnsa+v3yOCT8sRpvz22re2b07MGWKNIDWUmtnab2pkpLklLQZM+z3nTwJrFoF2zffQF21CmHpBzEh/Y8Yv/oxHO4+C2sOz8Pk+aMQHhGgK5WIiJxWT20BEQWbrCzgrbfsp3XdfbfvAluoqnwQARB918/w4IPyQUZRpKhgwQL5MNhUbI/gPlbaEgUux8nI2M+2cSaTVI8CUtxWl7Q0KaJr1YptJpKT7S1ptT74vlBeLsEnIK0HAiH0a9ZMMjxAWtZeuODkN8bESGnuV19Jqvrpp9JEODpakvJXXpFQLylJUtBnngG+/15OsW+E1QqsXy8dGC5elJe65RZg1izv7C/FxwP33CMHO1RVhvnZZ/Z9tIBw+jTwr39BHT4chk4dMPDj36PN+W1QFUVC9n//W4LVw4fldzN7tmuBbWM6dgR++UtYlyzByvfeQ+UbbwCjR0NRVfQ8/BWu/fsYFPQYiooPP224Xy4REQU8hrZEIeDYMeC992Rm4ObNZdKI1FQfDmD/fpmMITwcuOYahIVJdcc998iHwcJC6dO1ZIlUN7mLoa37HENbVtoSBRYttM3MlAnKAVbaNqZfP7k+dMjeWkejqvbWCKE4AVldxo6VwtDjxyXP8oUdO4CyMglCe/TwzWt6wpAh0je5slL2a648g75RMTES2H76qaSsX30F3HuvHImpqJDk/KmngEmTZDasQYPk/gULgM2b5XuqeqtevAi88458i80mZ+3/6ldSIOpNJpPMaTBzplQgHzokhQNala9fqgpqMXy4NFD+/e+hbNsGFQpOdRiLrD//G0pGhkwk99BD8hgfqIyJgfrzn0vD5IMHUXz7/bCYItD89E6E3TkXtr79ZJI7hrdEREGJ7RGIgtyuXTIphs0mB+5vvtkzrQhc8sUXcj11qsyUXKVdO+CXv5T93y1bpLLp+HHps9url+svw9DWfdHRMmFIcbE9ACKiwKBNeHTsmFw3b86K+ca0bSvvebm5UiynhbiAnEaenS3BU9+++o3RnyQmSja4Y4f0RL37bu9WvlZWSt9VABg5sv6+w/5IUaSK9bXX5CyndeskX3VLZKQ82axZEsSmp0sJ76ZNEtCeOSNHGHbvBt59t/rb1IQEFLfqgmxTV3RL7IpWKV3R69pO6DQ0FYqxFQDf7CgNHgy0bCmVtpcuSXA7e7YfTex38qQk64sX28u6AUBRkNtvDLak3ohDveZgyp0p6NCv/qfxmZ49Ef3hf5D92PNI/80CDNn4EiIOHpB+ZwMGAC++KK0aiIgoaDC0Jb9VWQns2SMfFDp1CozT4hqkqnIa28WLkoxFRcnOeEzMFVMMe4bNJh8UNm6Ur/v3l6oHXSamqWqNgDlzat1lNsvs3b162c8K/Owz+fqaa1xr3cbQ1n2KAtx3n/zdsScwUWDRDrRoFX2ssm2cokhQu369HDB0DG21KtuePRl+OxozRvbLTp+WrKuuXsCecOkS8M03sssUH1/zdxMoYmJkn2vRIslWu3TxQGGmokhfq27dpFwWkH4oO3bIRrtrl2zMZ89CyctDTN4O9MEO+/d/5vBcycnS9yM1VS4pKZKuOl5SUmQnvImJeZs20uf288+lh/Snn0q7i/HjdQjjtaMBy5fL5eBB+32KAowZA/VnN2J9szn44bC0O7jmGv/bBlv2bgbl46fw5hv/g37fv4Srt7+EsD17pHXGnDnAP/7R9NnliIjILzC0Jb90+bLs3GVmytepqfJhoXv3AAlvL16UvfQ9e6Rh3r590pOsvoZe2vTMffpIScn06TUqUl1VUCCTTZw8KV+PHSsTieiy7o4cAQ4ckJKlmTPrfVjr1sADD8jZX5s2yX70qVOyKvr0cW7sDG2bhm0RiALTldXxDG2do4W2x49Lm57YWJn0at8+uT/UJyC7UlycVE5u2ybVth07ena/wmKR//+bNskBCJNJWinpcrDZA3r0kG1o1y7ZJ3vwQS+c6dS2rVxmzwYgGe6Xn5TCdPo4muelY3hyOtqUpkNJPypVuZmZsrN0+bJc9u9v+PlNJtlHrSvQTUmRnbfUVLlu4AhHTAxwxx1SJLx1qxQUZGRIvuj1fY+MDKli+OYbYOVKKa/XGI0yS9qNNwJz5sDaPAVffWV/D5gyBRg61Mvjc1OLFsAtDyZgYdR8bB/2CKZtexp9N70O5YsvJJD+/e+Bxx6TlU9ERAGLoS35FVWVjHPFCmnbFRkpB8UzMqRaoWVLOTrfq5efnSqn9RhbtUo+ydQ3swkgP1R0tDRqKymRktgLF+T71q6VCQ3CwuRcuhtvBObOdWkv/8gR4Ouv5anDwqRCQJtARBdaa4RJk6RiowEmkxQJ9OwpP0NWlnz7gQPyczSWY2t9CRnaElEoufJkDU5C5pzkZKkCPHdOQpqrr5YDhuXl8u/KRy0rA8ro0RJCnjsn7Ti6dvXM8x47Jvt+OTnyddeuMu9WI7sNfm/qVDmAnpsLfPttdbbqcaoqYeh33wE2WySSe/bB6Bv71J4bS1VlMBkZNS/Z2XLJyrIv5+bad8IzMhofRGKiPcB1DHOrro2tW2PqpBZITTVi6VI5WPLmm9K2y2OT/RUWSrXx3r1ydGHTJuDEiZqPSUqSioBrr5VfUNVGVl4OfPqxPNxgkI4Uuu4/O6F5c5kfYuHCZlgy/t84MPIB3LjlNzCtXws8/7xMaPG3vwG33RYgVS9ERHQlhrbkN8rK5CC4dnS7Y0fZuTUagR9/BLZvl33Izz+XD1qjR0uvOd0qMEpKZMBffinXBQU17+/TR2aj6N9fynk6dZK9K8fz/VVVWiUcPizVDnv2yKeW9HS5XrFCjpL/+tdSotHAp5fKSmDNGntLrlatpIKhWTPP/+hOU1WZYQyoszVCfVq1klP1N22SytvDh6Xqdto0WZ317XdqlbY8vZ+IQonJJP9aiovlOilJ7xEFjv79JYBMS5PQdtcuuX3gQGYcdYmJAa66Sk4mWrtWTvtvynoqLJTixwMH5Ou4OPlf37NncKz/8HDghhuk3ezevdLZoHdvz75Gaam0lzpyRL7u00dObKrzALaiyBtEUpI8sCEVFVJUcGWYq10yM4Hz5+VSWiohb26u/ZdZF6MRfVNS0KNFa5yuTEVORGsc+qY1LGNS0W5ICzk6HxsrG5rZLG9uRqPs5JaVyaWwUM5ou3hRxnHypCStx4/LzmJdP3P//rJhXXutTDR2xYeHoiLgo4/kxwwLkyC5c+eGV4+/SE6WHtMLFwJH8vvi9Ru+w733f42oP8+TdXPHHcDrr8vF3/o8EBFRoxjakl84d04qKnNz5ej2+PE1J56YOFE+TG3fLgHu5cuyg/rDD3JW04ABsl/ndRYLsHo18N//ygCKi+33paTIzuCkSfIDtGjR+PMpiuyYDhkiFwB46SWZZnfJEpmx4cwZ4IkngBdeAP7wB+DRR2tV3l68KGF2drZ8PWKErDOfrJOGbNokO+9RUTJJgguMRmnr0KOHVN1mZMgqP3BAVnNdk2WxPQIRhaq4OPmX1LZtcIRdvtK7t4SGWVlSZXv6tKy/AQP0Hpn/GjkS+OknyewOH3ZvUimbTZ5j7Vr5320wAMOGSSunYPsf3ratFBps2CBnrbdt67mpDM6flzm08vJkv2naNNmd9Mh7QFiYlKK3adPw41QVyM+XwWRk2INcbVm7zsqSvhfnz8N8/jy6OD7Hdx4Yr6Z1a/kDHjhQPiQMH97gDKuXLwMffijrMDpailJTUz04Hh9ISrIHt5dzFLylXo+7tkxDwvsvA889J7P9DhokRSDz5zepBRsREfmW3pEOhTibTao11q2T5YQEyfbq2j+MjJQQb/hwmXNhyxbZwVq+XHrSjRwpvdbMZs8PMnnfPhiWL5cgVTt3D5BzJ2+8UUqChw3zTM8GRZH+D716AX/8o8zY8Pe/Swnyk0/KHtmrrwLTp0NVpSpo5UrJk6Ojgeuv99zpik322mtyfdtt8st1Q8uWwC9+Ib/vH36QIuTXXpM+Y4MG1fxgwtCWiEJVcrKEaO3b6z2SwBIVJf8zDx8Gli6V27p08cr8oEEjKkr2xTZskP23Hj1cCwnPn5d9N23egjZt5GBsrVP5g8jYsdICQjsAfccdTQtWVVUKGVavlhw0MRG46SYPthlwhaLIPl5CQsNlxJWVUrnrEOqq584ja3cGSo6eR1TJJUTZChGLQhiKi+TxVqtcm81SsBAeLsUOzZvLqWTNm8upedqlVy+XTjE7d05OCCspkeDz9tsD90yFxERplfD++1IE8/6iCNz1wGNIvP12YN48Sfdfekk+V7z8snzg4hE+IiK/x9CWdFNYKBmoNllWnz6y095Y+9bwcAlor7pKAsvNm6UzwcqVMrHBiBEyaUCTgjurVZ7s889hWrIEo7RPFoCkiDffDNxyiwS13tzhMZtlD/K226Sp7+9+J6d/zZgB6+yfYdk1b2DP2WQAchrX7Nl+NN+A1pAWsM9y7CaDQYoluneXqttz54Bly6TqduZMe9cIhrZEFKq0Ezz8ddIcf9a/v4S2ZWXyNScga9yIERIaXrgg/4sbO9MekPX7/fdy4F1VZX9v0iQ54B7s2ZHRKG0S/vMfOZN/2zYJvt1RViYHGA4elK979pT+qx6f5MzTTCYpYU1NrX6jUgC0grR2eH+J7MfFxEgA7e3e3EePSo5psUhx7q231uxgFoji47Uet1JB/P77wF13tUHSZ5/JB6WHH5bPETfdJP18//1vOUpFRER+y5+mcqIQcvSotFY6eVJyyVmzpOWpKzucZrNkpr/+tT24Ky6WSRheekmqMktLXRhUZaV88y9/KTuU48cDCxZAycyEJSoKtnvukfvPnwf+7/9kb9tXnzIURULiw4eB3/0OqtEI45efY8Jv+6Pj6R8wZYpku34T2ALAO+/InvDw4R47z7R5c+DnP5f9TLNZPvi8/rp8cFRVhrZEFLqSk4ExY/ygLU4A6trVPvF9dLT0HaWGRUZKcAvI/pbNVv9jVVVOFvr3v6UlgqpKUP7wwx48lT8ANGsmZwkBsjt54YLrz5GZKZN3HTwoQfD06ZK/+X1g24ju3YH775cDT0VFEjZq+3besGuX1EJYLPL3f9ddgR/YauLipFVCs2bSteK99yTAxbRpMn/G00/LjvKqVXK05emn7UesiIjI7zC0JZ+qrJTZc7VTkVq1Ah54oGkTfphMUqXx8MNSadqsmex7/PCDnP3z3Xc1W8/WkJ0tjaxuv13Oy5s8WcogLlyoPs+oculSfLtwIaz/+Y80itVt5jPAFhOH9TP/ibfu3YbLSV0RV3gedy6cgKu/eQKKtVK3cdVitcp6BJpcZXslg0E+KD74oJwGXFEh87W9/z5DWyIicp3JZJ+fZ+BAXf/NB5ThwyW8vXRJJnKri9Yv9IsvJIxr1kwCMr86M8iHhgyRkLCyUs42q3Ry101VpUL57belS1dCghzE9vYJX76UnCztsHr3loMAK1ZIKwmLxXOvoarSUm3pUnmNAQOAuXODbwLb2FgJblu0kDMb33tP5r9ARATw1FNyFGXKFNlxnj9fwtuVK/UeNhER1YH1GOQz3p4sy2iUyo2+fWUerw0b5LU2bZLT0AYPUjGy9SnE7tsiPRU2bZKdFkfNmskniZ/9TCptzWaoFgvUFSs8M8gmyM+XHfzTpwG0GozNr+7CNWt+A+P77wB//auUryxa5B/NuL75Bjh7VvbAb7zRKy+hTbrw008SzJ8+bb+PoS0REbli0iQ5ENi9u94jCRzh4dK6aM0aCcL69rUH3pWV0mVq0yY5jmsySSX41VeHdjW4osjZZa+9Jl2k1q2TeoGGlJdLS6j9++Xr7t1l/gKtOjyYhIXJLnjr1rJd7d0rdRQ33+z21AjVtCB4xw75eswY2dUPltD7SjExcoDkgw/k85C0SqiaJ7lrVwlpP/8c+M1vpGXC9Omy8l96qfHJ54iIyGdCeLeJfMWnk2WpKgzFRehtOIdebY7jwrkTuLQ1HTHH96JldhoiyvNrfUt574GwTZ6KsGunwjh2lF9+mjh0SKoCSktlh/baa4F+/WKAW98Gpk2Wcos1a6RH2NdfO9dczpu0Ccjuvder5+wpivQ27tZN1s+JE7J+PD4ZHRERBTWzWeYwItcMHSoThebmAnv2yJlPx4/LsVtt3tYuXYBrrrH3nw91MTHAddfJcfYtW2R/uEOHuh+bnQ189plULBsMcnBhxIjgDRoB+dmuvlrOxlu8WFpC/Oc/kid27uzec1osUu19+LA8/4wZodH/OzpagtoPP5T1+P77wJ13Vk36pyhSWDFtmrRI+L//kxB35Uqpvn3kEe5QExH5Af9Lp8h/2WzyH//4ceDMGZkCNyND9igLC+2XoqLqZbWiAjZVQX9VQT9FgWJQYDQpUOYrsiMQFialGnVd13Wb0SglG9psssXF9te7fFnGUtWXSQHQsuqisRrMyEoZgNPtRuNsu5E4024UiqNbyOM3AbF7pYl/fLwc0Y+Plx2evLwwVFT4ft/FYpGWU1pVQOvW0vu3RjHtzTfL1M3XXy+p5fDh0n/iuut8O1jN3r0yaEWR3hc+kJAgMzEfPiwZsYGNX4iIiLwuLAwYPVpyng0bZK4CrSI0NlaK93r2DO6Q0R09esiEd7t2AV9+KS2fHI9xqyqwe7dUhlZWSp/SG28E2rbVb8y+1rGj7EZ++ql83PjoIzlDb+RI17an0lLZLT57Vuoy5syRbTJUREVJUPvhh7IeFy6Ur1u1qnpAbCzwr3/JjQ8+CGzdKhMfv/++3N5YKTgREXkVQ1uq2/nzsie5b59c9u8Hjh1zuVG9AqBWa7gKTw2yAXFxQKdOcuncWc7Z698fF+J74FJeGCx5QGQ+0DJP2g7k58tOcUGBXM6etT+V1WpAenpHHDtmQEyMPczVrh2Xo6I898HkwgU54K1NVDFyJDBhQj299vr3lz4BN98MrF0rAe5LL8ksbb78pKSqwO9/L8s33ijr30cUJbR2womIiPzBkCFSMartTymK9FodP57tihoybRpw6pRUJK9YAdxwg9xeUSGVynv3ytddu0rnrqgo3Yaqm/h4OZnsm28kxNbmA77+eue2rbw8CXsvXZJQ/JZbpA1KqImMlEz2o4+Ac+ckuL3jDikGqda/v/Qzee894A9/sPe9nToV+Pvf7Y2/iYjIpxjakqSVu3ZJY62tW2W61szMuh9rNMreTocO8p8+NRVo2VL2qmJjgZgY2KJjsSs9FlvSYlBpDEdCAjBjuoqUFjYJ9bRLZaU06qqoqP/6ytusVhmD0SiHy6Oj5Tyz6Gjpn9qypTRrqmcK2FYAWtWxs6aqUrSbny87eI7Xly8Dp0/LtMilpXKpb/WYzTVD3CuvY2MbrwLVJptYtUpWUUyM7Kw3ekpYs2byTQ8/LOeR/eY3ErS/9JLvWj6sXCl71GFhwP/+r29ek4iIiHRjMslp+0uWyK7htdc6VPFRvcLCZP/u3XdlIrfu3YHmzaUlwMWLEn5PmCB9g0O5UtlkkpPH2rSRcPvQIVk/c+fKrm99srMlpCwslFqO22+v6ucaoiIiJKj9+GM5YfKDD2Sd1KjeNhiktdn11wPPPQcsWCCfLVavBm67DfjLX6QnGRER+QxD21Bktcrh+3Xr5LJxo5SXOjIapblb//7SH7VPH9mbbN++wR4B1ZNlnQWQKAdlr7nG/ystFEXC0ZiYK446A7BYbGjbNh0TJnRFSYmxzmA3L0+6NFgscjT/0qW6X8dgkB3H+oLdsDCpJjh8WB7ftavsN9WTQddmMgGvvy4N5B59FPj3v6VlwqJFkhh7U2Wlvcr2kUfkvDYiIiIKev36ya5HZGRoB4yuattWJsRav15689tssi8ZGys9XEOxKrQuiiL9klu2lHYJly4Bb70l+8h1nWV16hTw3/9KvUeLFhJOxsX5etT+Jzxc1sXHH8sEvh9+KF+3a3fFA5OTpejj4YeBxx+XIwkffSR9Jm6/Hfjzn700OQkREV2JoW2o+Z//kf/Qubk1b09IAMaOlT3HYcOgDhiIClNUdWVp9WUvat/mcCkpkUw4LEzC2v79dfkpvSIiQnaiW7as+36tvUJdga52yqDNJl/n5cnOUn2MRmkhNWyYGx9+FEXC044dZcdqxQr5vS5fXjuR9qR33wUOHpSGu0884b3XISIiIr8Tiqfve8KYMXJi1Pnz8nXnztIqwekD9iGkTRvpc7t4sexHf/qp9FQeP95+JtuBA1JAYrVK6H3LLV6dEzfghIVJ0ex//ys9qD/6CLj11nomw+vcWWbC27lTJitbvlxKdD/8EJg1S3rfutpkmIiIXMLQNsQUXy5DdG4urFGxyOs3Ghd7j0dmj/HIShmAknKjhK9bgNLvJWB0R+vWsrOZnOzZsfs7k0nyyhqThDmw2aQat75K3fx86QLRrJlMktDkUwvnzJG92+uukymdhw2Tna0BA5r4xHUoLASefFKWn3ySU0QTEREROcFolF22b76R4+1XX80JVRsSEyP9WdesAX78UU4YzMiQdZiWJmfzq6qcMHjDDb7rEBZIwsIkqF20SOaX/vhjCbfrnYpi8GBg2TJpoffMM7KxfvWVXK66Crj/fplXIybGhz8FEVFo4L+xELNx8P/gbMTPkZk6GDZD1a+/CMCxuh9vNErlRGSk85f4eB5wrYvWGiEuru7Zf1VVTuMKD/fg+hs2DNi2TcqeDx6UxmgLF8qeraeoqkx4lp0t50Y++KDnnpuIiIgoyCUlSb9Rco7RKBO5tW4tbSWOHwdefVXO+gMkR5w2jeF3Q8xmCWo//RRIT5fOB+PGSVWywSDr2GCoeTEmXQXDK8sR/j8HEf/uS4j+8kMo27cD27fD9j+/QcXsm1F5462wjRoDQ5ipzucIus+IVqv9lFOLRap0VFWuHS/afCwNXfx4g63rR7Janfy60ga1vALWMgvUCgtQUQG1wgJbec2vYbHAaK2A0WaBUa2EArV6m3HcfgyKWn3blfcpJgMMYWYoZhMUswmGMLlcuQyzuea6Dwuz3xZ0GykFOoa2ISZqcC+EJQE9nAxg+b7lO4ripdO3OnQANm8GbrxRJgn72c+Axx6TCQaMxqY//0svAe+/L/8t33hD/ukREREREXlR377Ss3bRInvnt0mTeMa+s0wmKZBdvBg4ckQ+JjinF9D9LUQ/8jwG7Hkfg3a9jeScdER89A7w0TsojmqGI91n4Ui3mTjdYSzKIhKqv7NGCFxXMGz07td13WYuL4L5chbCcrJgviwXY0Gu/VKYB0N+LgwFeVAK86GUlUIpk6BWsVg89vtQFQWqyWy/mMOgmsywmRyujXJtM5phM5lhM8qyVbvNGAar0QyroeprGKACUB3nA3f8GnINqxWGSgsUa6VcKi2A1YLUvFwcj3obRlslDFUXo9VStVwVslotMNgsCLPK13K7fdmgunn6rk6sRnP1urSZzLAaq9Z/1de1ficmM1RTGFSz/fcG7fdnlmvFbIZqNgNmCYfVMLmtOiwOr/rabIYSLrcZIsKAMDOUsDAoYWa5hIfBEC73KWFmGMxGGIwKFIMCg1GB0STXBqNSlWI7cWnsaIqqurfs7vcBMESGw2D2QE4RJBjahpgxY+RCISYhAfj2Wwlr//Uv4H//F9i1S86Hamjq3cZ8+61MeAYAL74ITJzokeESERERETWmZUs5O3/TJukKVtfEZFQ/kwm46SZZfxcuuFhBmdAC+1r9AXsmP4rUE5vQe+dCdDv4FaJLLmHQ7ncwaPc7sCkGZLYajJMdxiMjdQgyWw1CbmInr6fqis2K6OILiC3KRExRFmIKM6uXo4qy5LaqS5il2COvaVMMUBUjVMVwxUWBotrsoaetsu4xqyoUSwVgqfDIePyZ1egYQptrhtFGM2xGE9SqwBnQ8jzliq8BFQpQFT4D8ntXrFUBs9UeNNsvlppf1xEoS+BsAVDi1XVA9Tv/xjK0fuBavYfhNxjaEoUKkwn45z+BIUOAe+8FVq8GevcGFiyQ6ltXHT4MzJ0re2333istEoiIiIiIfCgyUibwJfcYjTIftfsUAKPlUvkGsGED1C+WAN+tgeHoUbTO+AmtM36qfrQaFwdrp26wtu+EyvadUdmqDawJzVCZ0AyVsYmwhUei0hQBqykcqk2FzWKFzWIFSkqgFOTDUJhffW0ozIehKB/mS1kIu5wJ8+VMhOdkIizvAhQXJmixhEWhJL4VSuJSUBrbEqVRySiNTER5RAJKIxJRGi7XZWFxKDdGodwQiQpjJCrNkbCYZLyqoWZlYL1Vv4oKo2KDUa2EWamECZUwqpUwqRaYUAmTrQImVSpVzbC3DDDZKmBULTBpLQQcrg1W+9eGyqpq18oKKIoKBTWLKuFYZFl1DbMJiskk1ZxmE2A2wWYw4PCxo+g1oD/MEeHSYiC8qvWA1oKgqiq0+hLWwNfastEIo6LA23WUWmXxlW0dLI4HISptsFVUwlZuga1M2jSo5VdcV8h9sMhtNa6r2jvA4nBtqYBSdZ9iqQAqLVAqKqBUOnxtqfq60gKDpQKKVW4zVMrvT7FaYLBW/S6vuNYqmyVYplDA0JYo1MydK7Mz3HqrTLF7443S4/bf/wZSUpx7jk8/ld61BQXSJ/e113geGhERERFRKDOZgAkToEyYIF+fOwesWyelvLt3A2lpUAoKYNqzA6Y9OxDuzbEYDNI/o1UruaSk2K+vuJhjYhAPIN6Fp3cMBa3WOvqr1vvRSAFgrLp4dQ00icViQeaKFRg4YwbMZrPew3FZjaC6XgYAYVWXaJ+My2O0ja9qQ1RtKmxWuVgrVYd+GE5ctOdx3Gg9sezm96XE+O/fhR4Y2hKFon79gJ07gb/+VS5ffCEzwd55J/Cb39R/bllODvDQQ9I8DJDZZL/4gn1siYiIiIiopjZtZJY9baY9i0Ua6B4/Dpw4IdeZmcClS3LJzQXKyuwXrUTVaLTPeK1d4uLsyy1b2sNZ7dK8uYTIXuIYCnrxZYjqpig15qdxPBQQeBE7NYRvL0ShKjwcmD8fuOEG4IEHgG3bgDfflMu4cUD//kC3bjI1b1qaHCHfsgUoKpJ/EH/+M/DEE3KaCxERERERUUPMZqBPH7kQEVGjGNoShbr+/YGtWyWUfekl4KuvgB9+kEtdevQAFi4ErrrKh4MkIiIiIiIiIgodDG2JSE6vGD1aLidOAGvWAOnpcjl7VoLakSOlf22fPjVOxSAiIiIiIiIiIs9iaEtENXXqJO0SiIiIiIiIiIhIFw3OpUdEREREREREREREvsXQloiIiIiIiIiIiMiPMLQlIiIiIiIiIiIi8iMMbYmIiIiIiIiIiIj8SNCEtgsWLECHDh0QERGBYcOGYfv27XoPiYiIiIiIiIiIiMhlQRHafvrpp5g3bx6eeuop7Nq1C/3798fUqVNx4cIFvYdGRERERERERERE5JKgCG1ffPFF3HfffbjnnnvQq1cvvPHGG4iKisK7776r99CIiIiIiIiIiIiIXGLSewBNVVFRgZ07d+Lxxx+vvs1gMGDSpEnYunVrnd9TXl6O8vLy6q8LCgoAABaLBRaLxbsDpoCjbRPcNkgP3P5Ib9wGSU/c/khP3P5IT9z+SE/c/khvwb4NOvtzKaqqql4ei1dlZGSgdevW2LJlC0aMGFF9+x/+8AesX78e27Ztq/U9Tz/9NObPn1/r9k8++QRRUVFeHS8RERERERERERGFppKSEtx6663Iz89HXFxcvY8L+Epbdzz++OOYN29e9dcFBQVo27YtpkyZ0uDKotBksViwZs0aTJ48GWazWe/hUIjh9kd64zZIeuL2R3ri9kd64vZHeuL2R3oL9m1QO+O/MQEf2jZr1gxGoxHZ2dk1bs/OzkZKSkqd3xMeHo7w8PBat5vN5qDcGMgzuH2Qnrj9kd64DZKeuP2Rnrj9kZ64/ZGeuP2R3oJ1G3T2Zwr4icjCwsIwePBgfP/999W32Ww2fP/99zXaJRAREREREREREREFgoCvtAWAefPm4a677sKQIUNw1VVX4eWXX0ZxcTHuuecevYdGRERERERERERE5JKgCG1vvvlmXLx4EU8++SSysrIwYMAArFy5Ei1bttR7aEREREREREREREQuCYrQFgAefvhhPPzww3oPg4iIiIiIiIiIiKhJAr6nLREREREREREREVEwYWhLRERERERERERE5EcY2hIRERERERERERH5EYa2RERERERERERERH6EoS0RERERERERERGRHzHpPQB/oKoqAKCgoEDnkZA/slgsKCkpQUFBAcxms97DoRDD7Y/0xm2Q9MTtj/TE7Y/0xO2P9MTtj/QW7Nuglj9qeWR9GNoCKCwsBAC0bdtW55EQERERERERERFRsCssLER8fHy99ytqY7FuCLDZbMjIyEBsbCwURdF7OORnCgoK0LZtW5w9exZxcXF6D4dCDLc/0hu3QdITtz/SE7c/0hO3P9ITtz/SW7Bvg6qqorCwEKmpqTAY6u9cy0pbAAaDAW3atNF7GOTn4uLigvLNggIDtz/SG7dB0hO3P9ITtz/SE7c/0hO3P9JbMG+DDVXYajgRGREREREREREREZEfYWhLRERERERERERE5EcY2hI1Ijw8HE899RTCw8P1HgqFIG5/pDdug6Qnbn+kJ25/pCduf6Qnbn+kN26DghOREREREREREREREfkRVtoSERERERERERER+RGGtkRERERERERERER+hKEtERERERERERERkR9haEt+44UXXsDQoUMRGxuLFi1a4Prrr8eRI0dqPKasrAwPPfQQkpOTERMTgzlz5iA7O7vGY379619j8ODBCA8Px4ABA+p8rc8++wwDBgxAVFQU2rdvj3/84x9OjXHx4sXo0aMHIiIi0Ldv3/9v7/5jqqzfP45fyA8PiKJFogiUKfgrf4ClgvZBs4FZli11YTExx0TBZrblXAaTTVcmOsPU0sCsqejSyQB1itiaYf6ChGSKCDoQpTQ1QhE51/cP56nzhXM4R1FO4/nY7k3u8z7Xfd33XjscLo43kpOTY/Z4bW2tJCQkiJ+fn7i7u8vAgQNl/fr1LdZdunSphIWFiYeHh3Tt2rXZNbacFx4c+bOcv6tXr8qECRPE19dXOnbsKP7+/pKQkCA3b960qW+0jPxZf/1zcnJqsm3bts2mvmEbMmg5g5s2bWo2g05OTlJTU2NT77CO/Fl/DczNzZWwsDDp3Lmz9OjRQxYuXCh37961qW+0rL3mr6KiQmbNmiW9e/cWd3d36dOnjyQlJcmdO3fMzjsmJkYGDx4sLi4uMnnyZJv6he3In+X8nTlzRsaNGyc+Pj5iMBjk2WeflcWLF0tDQ4NNfcM2ZNByBisqKpp9/3fkyBGb+m4VCjiIyMhITU9P1+LiYi0sLNSJEydqQECA1tbWmtbExcWpv7+/5ubm6vHjx3XUqFEaFhZmVmfevHm6Zs0ajY6O1qFDhzY5Tk5Ojrq4uOi6deu0rKxMs7KytGfPnpqammq1v8OHD6uzs7MuX75cT58+rYsXL1ZXV1ctKioyrYmNjdU+ffpoXl6elpeX61dffaXOzs66e/duq7UTExN15cqVumDBAvXy8mp2TUvnhYdD/izn79q1a7p27Vo9duyYVlRU6IEDB7Rfv34aFRVltS5sR/6sv/6JiKanp2t1dbVpu3XrltW6sA8ZtJzBuro6s+xVV1drZGSkhoeHW60L25E/y/krLCxUNzc3XbJkiZaWluqhQ4e0f//++uGHH1qtC9u11/zt2bNHY2JidN++fVpWVqa7d+/W7t27m2WrtrZW4+Li9Ouvv9bIyEh94403WriasBf5s5y/srIyTUtL08LCQq2oqDCtWbRoUUuXFXYgg5YzWF5eriKiBw4cMHsfeOfOnZYua6thaAuHVVNToyKiP/74o6qqXr9+XV1dXXXHjh2mNSUlJSoimp+f3+T5SUlJzb5YREVF6ZQpU8z2ffHFF+rn56dGo9FiP9OmTdNXX33VbN/IkSN19uzZpq8HDRqkycnJZmtCQkL0448/tnyi/5Kenm5xaHGfpfNC6yJ/1q1evVr9/PxsWgv7kT9zIqK7du2yqQ5aBxm0rKamRl1dXXXz5s021YX9yN8/Fi1apM8//7zZvszMTDUYDHrz5k2basM+7TF/9y1fvlx79+7d7GMzZsxgaPsYkL/m83ffBx98oGPGjLGrLuxDBv/J4P2hbUFBgV11WhO3R4DDunHjhoiIPPHEEyIicuLECWloaJCXX37ZtKZ///4SEBAg+fn5Ntetr68Xg8Fgts/d3V0qKyvlwoULFp+Xn59vdmwRkcjISLNjh4WFSWZmplRVVYmqSl5enpw9e1YiIiJs7g+OgfxZdunSJdm5c6eEh4e3al38g/w1FR8fL97e3jJixAhJS0sTVW2VumgeGbRs8+bN4uHhIVOmTGnVuvgH+Wu559u3b8uJEyceqjaa157zd+PGDdN5o22QP8v5O3funOzdu5efQR4xMtg0g6+//rp0795dxowZI5mZmXbVfFgMbeGQjEajzJ8/X0aPHi3PPfeciIhcvnxZ3Nzcmtzvy8fHRy5fvmxz7cjISNm5c6fk5uaK0WiUs2fPSkpKioiIVFdXW3ze5cuXxcfHx+qxU1NTZeDAgeLn5ydubm4yYcIE+fLLL+V///ufzf2h7ZG/5kVFRYmHh4f06tVLunTpIhs3bmyVujBH/ppKTk6W7du3y/79++Wtt96SuXPnSmpq6kPXRfPIoHXffPONTJ8+Xdzd3Vu1Lu4hf017/vnnn2Xr1q3S2NgoVVVVkpyc3GLPeDDtOX/nzp2T1NRUmT17ts3PQesif83nLywsTAwGgwQGBsqLL75oeg1E6yOD5hn09PSUlJQU2bFjh2RnZ8uYMWNk8uTJj3Vwy9AWDik+Pl6Ki4sfyR+aiY2NlYSEBHnttdfEzc1NRo0aJW+//baIiHTo0EEuXrwonp6epm3ZsmU2105NTZUjR45IZmamnDhxQlJSUiQ+Pl4OHDggIiJxcXFmteGYyF/zVq1aJSdPnpTdu3dLWVmZLFiwwO4aaBn5a+qTTz6R0aNHS3BwsCxcuFA++ugjm/9wAexHBi3Lz8+XkpISmTVr1gM9Hy0jf+YiIiLk888/l7i4OOnYsaMEBQXJxIkTTT2jdbXX/FVVVcmECRNk6tSpEhsb2zonDLuRv+bzl5GRISdPnpQtW7ZIdna2rFix4gGvAlpCBs0z6O3tLQsWLJCRI0fKCy+8IJ9++qm8++67j/fnkDa7MQNgQXx8vPr5+en58+fN9ufm5qqI6J9//mm2PyAgQFeuXNmkTkv3fr17965WVlZqfX295uTkqIhoTU2NNjQ0aGlpqWm7evWqqqr6+/vrqlWrzGokJibqkCFDVPXeHypxdXXVrKwsszWzZs3SyMhIVVW9cuWKWe3/j3vatj3y52Wx53/76aefVET00qVLNq2Hbcifl8We/y0rK0tFRG/fvm3TetiODHpZ7FlV9b333tNhw4ZZXYMHR/68LPZsNBq1qqpK6+rq9PTp0yoievToUYvrYb/2mr+qqioNDAzU6OhobWxstNg397R9tMif9fzd991336m7u7vevXu3xbWwDxm0LYNr1qzRHj16tLiutfDrWTgMVZWEhATZtWuXHDx4UHr37m32+PDhw8XV1VVyc3NN+86cOSMXL16U0NBQu4/n7OwsvXr1Ejc3N9m6dauEhobKU089JS4uLtK3b1/Tdv+eJqGhoWbHFhHZv3+/6dgNDQ3S0NDQ5FMPzs7OYjQaRUSke/fuZrXhOMiffe7XrK+vf6g6uIf82aewsFC6desmHTt2fKg6+AcZbFltba1s376dT9k+AuSvZU5OTuLr6yvu7u6ydetW8ff3l5CQELvroKn2nL+qqioZO3asDB8+XNLT0/n0dhsgf/blz2g0SkNDg6k2Hh4ZtC+DhYWF0rNnT7vP+4E9tvEw0II5c+aol5eXHjp0SKurq01bXV2daU1cXJwGBATowYMH9fjx4xoaGqqhoaFmdUpLS7WgoEBnz56tQUFBWlBQoAUFBVpfX6+qqr///ruuW7dOS0pKtKCgQN9//301GAz6yy+/WO3v8OHD6uLioitWrNCSkhJNSkpSV1dXLSoqMq0JDw/XQYMGaV5enp4/f17T09PVYDDo2rVrrda+cOGCFhQU6JIlS9TT09PU819//WXzeeHhkD/L+cvOzta0tDQtKirS8vJyzcrK0gEDBujo0aPtusawjPxZzl9mZqZu2LBBi4qKtLS0VNeuXaseHh6amJho1zWGdWTQ+vdgVdWNGzeqwWBo8kkTPDzyZz1/y5cv11OnTmlxcbEmJyerq6ur7tq1y9bLixa01/xVVlZq3759dfz48VpZWWl27v/222+/aUFBgU6aNEnHjh1rOi+0DvJnOX/ff/+9ZmRk6OnTp7WsrEwzMjLU19dX33nnHbuuMawjg5YzuGnTJt2yZYuWlJRoSUmJLl26VDt06KBpaWl2XeOHwdAWDkNEmt3S09NNa27duqVz587Vbt26qYeHh7755ptN3liEh4c3W6e8vFxV771YjBo1Sjt16qQeHh46fvx4PXLkiE09bt++XYOCgtTNzU0HDRqk2dnZZo9XV1drTEyM+vr6qsFg0H79+mlKSooajUardWfMmNFsz3l5eTafFx4O+bOcv4MHD2poaKh6eXmpwWDQwMBAXbhwIYOLVkT+LOdvz549OmzYMPX09NROnTrp0KFDdf369Tb99yXYjgxa/x6sqhoaGqrTp0+3qVfYh/xZz9+4ceNM34NHjhypOTk5NvUM27TX/KWnp1s89397+umnW1yDB0f+LGdr27ZtGhISYnoPOHDgQF22bJneunXLpr5hGzJoOYObNm3SAQMGqIeHh3bp0kVHjBihO3bssKnn1uKkqioAAAAAAAAAAIfATWsAAAAAAAAAwIEwtAUAAAAAAAAAB8LQFgAAAAAAAAAcCENbAAAAAAAAAHAgDG0BAAAAAAAAwIEwtAUAAAAAAAAAB8LQFgAAAAAAAAAcCENbAAAAAAAAAHAgDG0BAAAAC2JiYmTy5Mlt3QYAAADaGZe2bgAAAABoC05OTlYfT0pKktWrV4uqPqaOAAAAgHsY2gIAAKBdqq6uNv07IyNDEhMT5cyZM6Z9np6e4unp2RatAQAAoJ3j9ggAAABol3r06GHavLy8xMnJyWyfp6dnk9sjjB07VubNmyfz58+Xbt26iY+Pj2zYsEH+/vtvmTlzpnTu3Fn69u0re/bsMTtWcXGxvPLKK+Lp6Sk+Pj4SHR0tf/zxx2M+YwAAAPxXMLQFAAAA7PDtt9+Kt7e3HD16VObNmydz5syRqVOnSlhYmJw8eVIiIiIkOjpa6urqRETk+vXr8tJLL0lwcLAcP35c9u7dK1euXJFp06a18ZkAAADAUTG0BQAAAOwwdOhQWbx4sQQGBsqiRYvEYDCIt7e3xMbGSmBgoCQmJsrVq1fl1KlTIiKyZs0aCQ4OlmXLlkn//v0lODhY0tLSJC8vT86ePdvGZwMAAABHxD1tAQAAADsMGTLE9G9nZ2d58sknZfDgwaZ9Pj4+IiJSU1MjIiK//vqr5OXlNXt/3LKyMgkKCnrEHQMAAOC/hqEtAAAAYAdXV1ezr52cnMz2OTk5iYiI0WgUEZHa2lqZNGmSfPbZZ01q9ezZ8xF2CgAAgP8qhrYAAADAIxQSEiI//PCDPPPMM+LiwttvAAAAtIx72gIAAACPUHx8vFy7dk2ioqLk2LFjUlZWJvv27ZOZM2dKY2NjW7cHAAAAB8TQFgAAAHiEfH195fDhw9LY2CgREREyePBgmT9/vnTt2lU6dODtOAAAAJpyUlVt6yYAAAAAAAAAAPfwq30AAAAAAAAAcCAMbQEAAAAAAADAgTC0BQAAAAAAAAAHwtAWAAAAAAAAABwIQ1sAAAAAAAAAcCAMbQEAAAAAAADAgTC0BQAAAAAAAAAHwtAWAAAAAAAAABwIQ1sAAAAAAAAAcCAMbQEAAAAAAADAgTC0BQAAAAAAAAAHwtAWAAAAAAAAABzI/wEfJRaQoiPyZQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.signal import butter, filtfilt\n",
    "\n",
    "# 定义低通滤波器函数\n",
    "def apply_low_pass_filter(signal, cutoff_frequency, sampling_rate, order=5):\n",
    "    nyquist_frequency = 0.5 * sampling_rate\n",
    "    normalized_cutoff = cutoff_frequency / nyquist_frequency\n",
    "    b, a = butter(order, normalized_cutoff, btype='low', analog=False)\n",
    "    filtered_signal = filtfilt(b, a, signal)\n",
    "    return filtered_signal\n",
    "\n",
    "# 提取的流量数据\n",
    "streamflow_values = streamflow_data['streamflow'].values.squeeze()\n",
    "\n",
    "# 应用低通滤波器\n",
    "cutoff_frequency = 0.035  # 根据需要调整\n",
    "sampling_rate = 1.0       # 假设数据采样率为每小时一个数据点\n",
    "low_pass_filtered_signal = apply_low_pass_filter(streamflow_values, cutoff_frequency, sampling_rate)\n",
    "\n",
    "# 矫正滤波后的信号以保持总流量一致\n",
    "original_total_flow = np.sum(streamflow_values)\n",
    "filtered_total_flow = np.sum(low_pass_filtered_signal)\n",
    "adjustment_factor = original_total_flow / filtered_total_flow\n",
    "adjusted_filtered_signal = low_pass_filtered_signal * adjustment_factor\n",
    "\n",
    "# 确保流量数据不包含小于0的数据\n",
    "adjusted_filtered_signal[adjusted_filtered_signal < 0] = 0\n",
    "\n",
    "# 重新计算调整后的总流量\n",
    "adjusted_filtered_total_flow = np.sum(adjusted_filtered_signal)\n",
    "\n",
    "# 输出原始和调整后的总流量\n",
    "print(\"Original Total Flow:\", original_total_flow)\n",
    "print(\"Adjusted Filtered Total Flow:\", adjusted_filtered_total_flow)\n",
    "\n",
    "# 绘制原始数据和经过调整的低通滤波处理后的数据\n",
    "plt.figure(figsize=(14, 6))\n",
    "plt.plot(streamflow_data['time'], streamflow_values, label='Original Data', color='blue', alpha=0.5)\n",
    "plt.plot(streamflow_data['time'], adjusted_filtered_signal, label='Adjusted Low-Pass Filtered Data', color='red')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Streamflow')\n",
    "plt.title('Streamflow Data (July-September 2019): Original vs. Adjusted Low-Pass Filtered')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f72e9df1-54a5-41d6-801c-c968993f0b6a",
   "metadata": {},
   "source": [
    "## 三次样条插值（纯数学实现）可保证总量一致性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f677bd92-0a2c-4adc-adf6-d79a796cf8f6",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABW0AAAJOCAYAAADMCCWlAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/OQEPoAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3gU5fo+8Hu2Z9MTEpKQSggdRAElKL030YOdI2DDggcLKoev5YiI2I5dsR7whxwLHGxIV3qRIiBSQ0ihpFBCerbO749NZnZTIAm7O5vk/lxXLmdnZ2fenX2zwXuffUYQRVEEEREREREREREREfkEldIDICIiIiIiIiIiIiIZQ1siIiIiIiIiIiIiH8LQloiIiIiIiIiIiMiHMLQlIiIiIiIiIiIi8iEMbYmIiIiIiIiIiIh8CENbIiIiIiIiIiIiIh/C0JaIiIiIiIiIiIjIhzC0JSIiIiIiIiIiIvIhDG2JiIiIiIiIiIiIfAhDWyIiIkJaWhqGDx+O4OBgCIKAH374AQsXLoQgCMjMzFR6eE1SSUkJIiMjsXjxYqWHQh728ccfIz4+HiaTSemhuBAEAS+++GKjHpuYmIgpU6a4dTzVTZkyBYmJiR49hqf4yvtjUz6H3uYrrxkREVF9MbQlIiKqxYEDB3DLLbcgISEBBoMBbdq0wbBhw/D++++7bPfKK6/ghx9+UGaQbjR58mQcOHAAc+fOxaJFi9CrVy+lhyQZOHAgBEGAIAhQqVQICgpChw4dcPfdd2Pt2rVXtO+PPvoICxcudM9Aq3n33XcRGBiIO+64w2X9li1bMGrUKLRp0wYGgwHx8fEYN24c/vvf/3pkHE3ZsmXLcPvtt6Nt27YwGo3o0KEDZsyYgYsXL9a6/U8//YRrrrlGOq//+te/YLVaXbbJycnBP//5TwwaNAiBgYEQBAEbNmyodX8WiwWzZ89G27Ztodfr0bZtW7z88ss19jllyhSYzWZ88sknV/ycLRYL3nvvPfTu3RuBgYEICAhA79698d5778FisVzx/ql+pkyZIr3vVP9ZtWpVrY+p6/3k0KFDePHFF30iLPz+++8xatQotGrVCjqdDjExMbjtttvw22+/KT00IiIiqkYQRVFUehBERES+ZNu2bRg0aBDi4+MxefJkREVF4eTJk9ixYwfS09Nx/PhxaduAgADccsstHgv+vKG8vBxGoxHPPvssXn75ZWn9woULcc899yAjI0PRSq6BAwciPT0d8+bNAwCUlpbi+PHjWLZsGU6cOIHbbrsNX331FbRabYP33bVrV7Rq1arO0K6xLBYL2rRpgyeeeAKzZs2S1i9ZsgS33347evTogTvuuAOhoaHIyMjApk2boNVqsX79ereOo6lr1aoVYmJicNNNNyE+Ph4HDhzAxx9/jLZt2+KPP/6An5+ftO3KlSsxZswYDBw4EHfeeScOHDiADz/8EFOnTsX8+fOl7TZs2IBBgwYhJSUFrVq1wvbt27F+/XoMHDiwxvFvv/12LFmyBPfeey969eqFHTt24Msvv8QDDzyATz/91GXbmTNn4ttvv0VGRgYEQWjU8y0tLcWYMWOwceNGjB07FiNHjoRKpcKqVavw008/YcCAAfjll1/g7+9fr/1VVFRAo9FAo9E0eCwmkwkqlapRv1f1NWXKFGzYsMEnwszqpkyZgm+++Qaff/55jfuGDBmCyMhIWCwW6PV66fWu6/1k6dKluPXWW+ucZ1c6zvqcQ1EUce+992LhwoW4+uqrccsttyAqKgo5OTn4/vvvsWfPHmzduhV9+/Z16/h8ic1mq/GaERER+bKG/wuOiIiomZs7dy6Cg4Oxa9cuhISEuNyXn5/f6P2WlpbWO2zxprNnzwJAjefqS4KDg/H3v//dZd2rr76K6dOn46OPPkJiYiJee+01hUZX0/Lly3H27FncdtttLutffPFFdO7cGTt27IBOp3O570rmVlMliiIqKipcwldnS5curRFy9ezZE5MnT8bixYtx//33S+ufeuopdO/eHWvWrJFCyqCgILzyyit47LHH0LFjR+nx58+fR1hYmBSm1WbXrl347rvv8Pzzz+Oll14CADz00ENo1aoV3nrrLTz66KPo3r27tP1tt92G119/HevXr8fgwYMbdT6efPJJbNy4Ee+//z4effRRaf3DDz+MDz/8EI8++iieeuoplxC6OrvdDrPZDIPBAIPB0KhxAIBer2/0Y5sLjUZT433HmVqt9uJorsy///1vLFy4EI8//jjeeustl9Dy2WefxaJFixoV7jcFVX971Wp1k3rNiIiI2B6BiIiomvT0dHTp0qXWEDMyMlJaFgQBpaWl+PLLL6WvzVb1gHzxxRchCAIOHTqEu+66C6Ghobjhhhukx3711Vfo2bMn/Pz8EBYWhjvuuAMnT550OdbmzZtx6623Ij4+Hnq9HnFxcXjiiSdQXl7ust2UKVMQEBCA7OxsjB07FgEBAWjTpg0+/PBDAI5WD4MHD4a/vz8SEhJcvob/4osvIiEhAQDw9NNPQxCEy1bVfvTRR+jSpQv0ej1iYmIwbdo0l6+rv/fee1Cr1S7r/v3vf0MQBDz55JPSOpvNhsDAQMycOfOSx6uLWq3Ge++9h86dO+ODDz5AYWGhdN+CBQswePBgREZGQq/Xo3PnzjWCrsTERBw8eBAbN26UXr+qgPDChQt46qmn0K1bNwQEBCAoKAijRo3C/v376zW2H374AYmJiUhOTnZZn56ejt69e9cIbAHXubVhw4Zav7afmZkJQRBcKruv5PUH5D6PW7ZswfTp0xEREYGQkBA8+OCDMJvNuHjxIiZNmoTQ0FCEhobimWeeQfUvatntdrzzzjvo0qULDAYDWrdujQcffBAFBQU1zvnYsWOxevVq9OrVC35+fpdsKVBbVeLNN98MADh8+LC07tChQzh06BCmTp3qEjw98sgjEEURS5culdYFBgYiLCyszmNW2bx5MwDUaG9xxx13QBRFfPvtty7re/bsibCwMPz4448u68+dO4cjR46grKzsksc7deoUvvjiCwwePNglsK0ybdo0DBo0CJ9//jlOnTolrRcEAY8++igWL14s/V5WfX2/tp62GzZsQK9evWAwGJCcnIxPPvlEer9yVr2nbdU82bp1K5588klERETA398fN998s/TBT5Uff/wRY8aMQUxMDPR6PZKTkzFnzhzYbLZLnoPajB07Fm3btq31vtTUVJdWLmvXrsUNN9yAkJAQBAQEoEOHDvi///u/Bh+zPqr3R63r/WThwoXSBwODBg2S7nP+3V65ciX69esHf39/BAYGYsyYMTh48GCNY/7www/o2rUrDAYDunbtiu+//75eYy0vL8e8efPQsWNHvPnmm7VWmd5999249tprpdsnTpzArbfeirCwMBiNRvTp0we//PKLy2Oq3qe+++47zJ49G23atEFgYCBuueUWFBYWwmQy4fHHH0dkZCQCAgJwzz331Oj77Dx/O3ToAIPBgJ49e2LTpk0u22VlZeGRRx5Bhw4d4Ofnh/DwcNx66601KoyrXpeNGzfikUceQWRkJGJjY13uc37M7t27MWLECLRq1Qp+fn5ISkrCvffe67LP0tJSzJgxA3FxcdDr9ejQoQPefPPNGu+DVc+l6nXS6/Xo0qVLne00iIiILqd5fpxKRER0BRISErB9+3b89ddf6Nq1a53bLVq0CPfffz+uvfZaTJ06FQBqhHS33norUlJS8Morr0j/gzd37lw8//zzuO2223D//ffj7NmzeP/999G/f3/s3btXCouXLFmCsrIyPPzwwwgPD8fOnTvx/vvv49SpU1iyZInLcWw2G0aNGoX+/fvj9ddfx+LFi/Hoo4/C398fzz77LCZOnIi//e1v+PjjjzFp0iSkpqYiKSkJf/vb3xASEoInnngCd955J0aPHo2AgIA6n/OLL76I2bNnY+jQoXj44Ydx9OhRzJ8/H7t27cLWrVuh1WrRr18/2O12bNmyBWPHjgXgCMBUKpUUhAHA3r17UVJSgv79+9f/xalGrVbjzjvvxPPPP48tW7ZgzJgxAID58+ejS5cuuPHGG6HRaPDzzz/jkUcegd1ux7Rp0wAA77zzDv7xj38gICAAzz77LACgdevWAByBxQ8//IBbb70VSUlJyMvLwyeffIIBAwbg0KFDiImJueS4tm3bhmuuuabG+oSEBPz66684deqUFCS4Q2Nff2f/+Mc/EBUVhdmzZ2PHjh349NNPERISgm3btiE+Ph6vvPIKVqxYgTfeeANdu3bFpEmTpMc++OCDUjuN6dOnIyMjAx988AH27t0rzYsqR48exZ133okHH3wQDzzwADp06NCg55qbmwvA0Tqhyt69ewGgRi/mmJgYxMbGSvc3RFW4VL0K2Gg0AgD27NlT4zHXXHMNtm7d6rLugw8+wOzZsy/71fiVK1fCZrO5nNfqJk2ahPXr12PVqlUuVca//fYbvvvuOzz66KNo1apVnR+87N27FyNHjkR0dDRmz54Nm82Gl156CREREXUes7p//OMfCA0Nxb/+9S9kZmbinXfewaOPPuoSYi9cuBABAQF48sknERAQgN9++w0vvPACioqK8MYbb9T7WICjRcWkSZOwa9cu9O7dW1qflZWFHTt2SPs7ePAgxo4di+7du+Oll16CXq/H8ePHa7weDXXu3DmX21qtFsHBwTW2q+v9JDk5GdOnT8d7772H//u//0OnTp0AQPrvokWLMHnyZIwYMQKvvfYaysrKMH/+fNxwww3Yu3ev9FquWbMGEyZMQOfOnTFv3jycP38e99xzT73eR7Zs2YILFy7g8ccfr1elaV5eHvr27YuysjJMnz4d4eHh+PLLL3HjjTdi6dKl0gcnVebNmwc/Pz/885//xPHjx/H+++9Dq9VCpVKhoKAAL774Inbs2IGFCxciKSkJL7zwgsvjN27ciG+//RbTp0+HXq/HRx99hJEjR2Lnzp3S3+Bdu3Zh27ZtuOOOOxAbG4vMzEzMnz8fAwcOxKFDh6TfyyqPPPIIIiIi8MILL6C0tLTW55mfn4/hw4cjIiIC//znPxESEoLMzEwsW7ZM2kYURdx4441Yv3497rvvPvTo0QOrV6/G008/jdOnT+Ptt9+uca6XLVuGRx55BIGBgXjvvfcwYcIEZGdnIzw8/LLnnoiIyIVIRERELtasWSOq1WpRrVaLqamp4jPPPCOuXr1aNJvNNbb19/cXJ0+eXGP9v/71LxGAeOedd7qsz8zMFNVqtTh37lyX9QcOHBA1Go3L+rKyshr7nTdvnigIgpiVlSWtmzx5sghAfOWVV6R1BQUFop+fnygIgvjNN99I648cOSICEP/1r39J6zIyMkQA4htvvOFyrAULFogAxIyMDFEURTE/P1/U6XTi8OHDRZvNJm33wQcfiADE//znP6IoiqLNZhODgoLEZ555RhRFUbTb7WJ4eLh46623imq1WiwuLhZFURTfeustUaVSiQUFBTWep7MBAwaIXbp0qfP+77//XgQgvvvuu9K62s7diBEjxLZt27qs69KlizhgwIAa21ZUVLg8R1F0nCe9Xi++9NJLlxyvxWIRBUEQZ8yYUeO+L774QgQg6nQ6cdCgQeLzzz8vbt68ucax1q9fLwIQ169fX2MMAMQFCxZI66709a96nUeMGCHa7XZpfWpqqigIgvjQQw9J66xWqxgbG+tyzjZv3iwCEBcvXuwy1lWrVtVYn5CQIAIQV61aVfvJq4f77rtPVKvV4rFjx6R1b7zxhghAzM7OrrF97969xT59+tS6ryVLltR6nkVRFP/3v/+JAMRFixa5rP/4449FAGLXrl1rPGbq1Kmin5+fy7qq94LajuHs8ccfFwGIe/furXObP/74QwQgPvnkk9I6AKJKpRIPHjxYY/vqr/W4ceNEo9Eonj59WlqXlpYmajQasfr/FiQkJLi8t1XNk6FDh7rMkyeeeEJUq9XixYsXpXW1/f49+OCDotFoFCsqKqR1kydPFhMSEup8vqIoioWFhaJer6/x+/T666+7vBe+/fbbIgDx7Nmzl9xffVX9XlX/qZr71d8fRbHu95O65llxcbEYEhIiPvDAAy7rc3NzxeDgYJf1PXr0EKOjo13O85o1a0QAlz2H7777rghA/P777+vz1KW5uHnzZpexJiUliYmJidL7VdX7VNeuXV3+Pt55552iIAjiqFGjXPabmppaY6xV53X37t3SuqysLNFgMIg333yztK62ObV9+3YRgPj//t//k9ZVvS433HCDaLVaXbav/ppV/e3YtWtXnefihx9+EAGIL7/8ssv6W265RRQEQTx+/LjLc9HpdC7r9u/fLwIQ33///TqPQUREVBe2RyAiIqpm2LBh2L59O2688Ubs378fr7/+OkaMGIE2bdrgp59+atC+HnroIZfby5Ytg91ux2233YZz585JP1FRUUhJSXG5EJVzhV9paSnOnTuHvn37QhTFWisHnSvvQkJC0KFDB/j7+7v0Ve3QoQNCQkJw4sSJBj0PAFi3bh3MZjMef/xxqFTyPyEeeOABBAUFSV+dValU6Nu3r/T11sOHD+P8+fP45z//CVEUsX37dgCO6tuuXbtecS/dqsrg4uJiaZ3zuSssLMS5c+cwYMAAnDhxwqWNQl30er30HG02G86fPy993fqPP/645GMvXLgAURQRGhpa4757770Xq1atwsCBA7FlyxbMmTMH/fr1Q0pKCrZt21av51uXK33977vvPpevTV933XUQRRH33XeftE6tVqNXr14uj1+yZAmCg4MxbNgwlznds2dPBAQE1Li4WlJSEkaMGNGo5/jf//4XX3zxBWbMmIGUlBRpfVXLkNr6sBoMhhotRepj9OjRSEhIwFNPPYVly5YhKysL3333HZ599lloNJpa9xkaGory8nKXVggvvvgiRFG87AWoquZvYGBgndtU3VdUVOSyfsCAAejcufMl92+z2bBu3TrcdNNNLpXi7dq1w6hRoy75WGdTp051mSf9+vWDzWZDVlaWtM7596+4uBjnzp1Dv379UFZWhiNHjtT7WACk1iTfffedy9fRv/32W/Tp0wfx8fEA5J7cP/74I+x2e4OOUReDwYC1a9e6/Pz73/92y74BRzuHixcv4s4773T53VGr1bjuuuuk352cnBzs27cPkydPdqnyHTZs2GVfd0CeL5eaW85WrFiBa6+91qWlT0BAAKZOnYrMzEwcOnTIZftJkya5VNNXvXdUbzNw3XXX4eTJk7BarS7rU1NT0bNnT+l2fHw8xo8fj9WrV0stNZznlMViwfnz59GuXTuEhITU+p78wAMPXLaquGrOLF++HBaLpdZtVqxYAbVajenTp7usnzFjBkRRxMqVK13WDx061OUbN927d0dQUFCj/uYSERExtCUiIqpF7969sWzZMhQUFGDnzp2YNWsWiouLccstt9T4H9ZLqf4V9LS0NIiiiJSUFERERLj8HD582OViVNnZ2ZgyZQrCwsIQEBCAiIgIDBgwAABqBI8Gg6HGV5yDg4MRGxtbo39hcHBwjV6j9VEVylT/OrtOp0Pbtm1dQpt+/fphz549KC8vx+bNmxEdHY1rrrkGV111ldQiYcuWLejXr1+Dx1FdSUkJANdAYuvWrRg6dCj8/f0REhKCiIgIqbdlfUJbu92Ot99+GykpKdDr9WjVqhUiIiLw559/1uvxAGr0O6wyYsQIrF69GhcvXsSmTZswbdo0ZGVlYezYsY2+GJk7Xv+q8Mt5OwCIi4u75OPT0tJQWFiIyMjIGnO6pKSkxnOq/jtRX5s3b8Z9992HESNGYO7cuS73VQU61ftlArjkhc4uxWAw4JdffkF4eDgmTJiAxMRETJo0CS+88IL0O1ld1WvemCvTV81f5w8fqqsr2K3POc3Pz0d5eTnatWtX477a1tWl+jyp+nDCeU4cPHgQN998M4KDgxEUFISIiAjpgl71/f1xdvvtt+PkyZPSBz7p6enYs2cPbr/9dpdtrr/+etx///1o3bo17rjjDnz33XdXFOCq1WoMHTrU5cc5XLxSaWlpAIDBgwfX+N1Zs2aN9LtT9d7q/EFFlfq0FwkKCgJw6bnlLCsrq9b9VrV0cH6vBxr23mG322vMgdqeV/v27VFWVib1Sy4vL8cLL7wg9ZWtek++ePFirXOqPr8TAwYMwIQJEzB79my0atUK48ePx4IFC1zeR7KyshATE1Pjd66+5wJw/I405m8uERERe9oSERFdgk6nQ+/evdG7d2+0b98e99xzD5YsWYJ//etf9Xp89bDIbrdDEASsXLmy1iqgqiDIZrNh2LBhuHDhAmbOnImOHTvC398fp0+fxpQpU2oEEXVVFNW1vq5A0V1uuOEGWCwWbN++HZs3b5bC2X79+mHz5s04cuQIzp4965bQ9q+//gIgB0/p6ekYMmQIOnbsiLfeegtxcXHQ6XRYsWIF3n777XqFOK+88gqef/553HvvvZgzZw7CwsKgUqnw+OOPX/bxYWFhEAThsv+TbjQa0a9fP/Tr1w+tWrXC7NmzsXLlSkyePLnO0K+uCzm54/VvyD6cH2+32xEZGYnFixfX+vjqYXJjAtT9+/fjxhtvRNeuXbF06dIaV7mPjo4G4KhIrB4U5eTkuFxgqSG6dOmCv/76C4cOHUJBQQE6d+4MPz8/PPHEE9IHKM4KCgpgNBob9RyrQqA///wTPXr0qHWbP//8EwBqVFc25niNdbk5dfHiRQwYMABBQUF46aWXkJycDIPBgD/++AMzZ85sVIg6btw4GI1GfPfdd+jbty++++47qFQq6QJfgOMcbNq0CevXr8cvv/yCVatW4dtvv8XgwYOxZs2aevVy9baqc7Fo0SJERUXVuL/6PG+sjh07AnBclPCmm25yyz6deePvzz/+8Q8sWLAAjz/+OFJTUxEcHAxBEHDHHXfUOqfq8zshCAKWLl2KHTt24Oeff8bq1atx77334t///jd27Nhxyf7udVHqby4RETVPDG2JiIjqqeoiRzk5OdK6hlbUJScnQxRFJCUloX379nVud+DAARw7dgxffvmly4WJ1q5d28BRu09CQgIAx4WknK/mbjabkZGRgaFDh0rrrr32Wuh0OmzevBmbN2/G008/DQDo378/PvvsM/z666/S7Sths9nw3//+F0ajUfoq788//wyTyYSffvrJpeqp+tf0gbpfv6VLl2LQoEH44osvXNZfvHjR5QJYtdFoNEhOTkZGRka9n0f1uVVVvXjx4kWX7apXdfmC5ORkrFu3Dtdff71HwsP09HSMHDkSkZGRWLFiRa1BSlXIuXv3bpeA9syZMzh16pR0ocDGEAQBXbp0kW6vWLECdrvdZb5XycjIkMLXhho1ahTUajUWLVpU58XI/t//+3/QaDQYOXJkg/cfGRkJg8GA48eP17ivtnWNtWHDBpw/fx7Lli1z+f1uyO9Ddf7+/hg7diyWLFmCt956C99++y369etX44KAKpUKQ4YMwZAhQ/DWW2/hlVdewbPPPov169fX+nq5W13vJ3Wtr/oafWRk5CXHV/XeW1WZ6+zo0aOXHdcNN9yA0NBQfP311/i///u/ywbYCQkJte63qrVF1XjcpbbndezYMRiNRulDn6VLl2Ly5Mku7SkqKipqvEc2Rp8+fdCnTx/MnTsX//3vfzFx4kR88803uP/++5GQkIB169ahuLjYpdrWU+eCiIjIGdsjEBERVbN+/fpaq2JWrFgBwPXrqP7+/g36n8a//e1vUKvVmD17do1jiKKI8+fPA5CrdZy3EUUR7777br2P5W5Dhw6FTqfDe++95zKuL774AoWFhRgzZoy0zmAwoHfv3vj666+RnZ3tUmlbXl6O9957D8nJyVKFZGPYbDZMnz4dhw8fxvTp06WvANd27goLC7FgwYIa+6jr9VOr1TVenyVLluD06dP1Gltqaip2795dY31VWF1d9bmVkJAAtVot9QWu8tFHH9Xr+N502223wWazYc6cOTXus1qtVxSq5ObmYvjw4VCpVFi9enWNqt0qXbp0QceOHfHpp5+6VCPPnz8fgiDglltuafQYnJWXl+P5559HdHQ07rzzzhr3//HHH+jbt6/LunPnzuHIkSMufW5rExcXh3vuuQfr1q3D/Pnza9z/8ccf47fffsN9992H2NjYBo+96qv+P/zwA86cOSOtP378eI2+nFeitt8/s9l8xXP39ttvx5kzZ/D5559j//79Lq0RAEcv6eqqwnznr7sfOXIE2dnZVzSWutT1fuLv7w+g5ocwI0aMQFBQEF555ZVae6pWtQaIjo5Gjx498OWXX7q0Ali7dm292vUYjUbMnDkThw8fxsyZM2v9+/bVV19h586dABz9nHfu3Cm1owAcfdU//fRTJCYm1quPbkNs377dpS/tyZMn8eOPP2L48OHSfKrtPfn999+v89sH9VFQUFBjn9XnzOjRo2Gz2fDBBx+4bPf2229DEIQG9YMmIiJqKFbaEhERVfOPf/wDZWVluPnmm9GxY0eYzWZs27YN3377LRITE3HPPfdI2/bs2RPr1q3DW2+9hZiYGCQlJeG6666rc9/Jycl4+eWXMWvWLGRmZuKmm25CYGAgMjIy8P3332Pq1Kl46qmn0LFjRyQnJ+Opp57C6dOnERQUhP/973+K9sWLiIjArFmzMHv2bIwcORI33ngjjh49io8++gi9e/eWelZW6devH1599VUEBwejW7duABwVZR06dMDRo0cxZcqUeh+7sLAQX331FQCgrKwMx48fx7Jly5Ceno477rjDJTAcPnw4dDodxo0bhwcffBAlJSX47LPPEBkZ6VIlDThev/nz5+Pll19Gu3btEBkZicGDB2Ps2LF46aWXcM8996Bv3744cOAAFi9e7FJhfCnjx4/HokWLcOzYMZeK6vHjxyMpKQnjxo1DcnIySktLsW7dOvz888/o3bs3xo0bB8DR+/HWW2/F+++/D0EQkJycjOXLlze6560nDRgwAA8++CDmzZuHffv2Yfjw4dBqtUhLS8OSJUvw7rvvNjo0HTlyJE6cOIFnnnkGW7ZswZYtW6T7WrdujWHDhkm333jjDdx4440YPnw47rjjDvz111/44IMPcP/999eofn355ZcBOHqvAo6vp1ft+7nnnpO2u+222xATE4POnTujqKgI//nPf3DixAn88ssvNXpc7tmzBxcuXMD48eNd1n/wwQeYPXs21q9ff9mLkb399ts4cuQIHnnkEaxatUqqqF29ejV+/PFHDBgw4IouhPXiiy9izZo1uP766/Hwww9LYVTXrl2xb9++Ru/XWd++fREaGorJkydj+vTpEAQBixYtuuKvh48ePRqBgYF46qmnoFarMWHCBJf7X3rpJWzatAljxoxBQkIC8vPz8dFHHyE2NtblglqdOnXCgAEDsGHDhisaT23qej/p0aMH1Go1XnvtNRQWFkKv12Pw4MGIjIzE/Pnzcffdd+Oaa67BHXfcgYiICGRnZ+OXX37B9ddfL4WF8+bNw5gxY3DDDTfg3nvvxYULF/D++++jS5cuUl/vS3n66adx8OBB/Pvf/8b69etxyy23ICoqCrm5ufjhhx+wc+dO6WKI//znP/H1119j1KhRmD59OsLCwvDll18iIyMD//vf/1wuROkOXbt2xYgRIzB9+nTo9Xop4J89e7a0zdixY7Fo0SIEBwejc+fO2L59O9atW4fw8PBGH/fLL7/ERx99hJtvvhnJyckoLi7GZ599hqCgIIwePRqAozXHoEGD8OyzzyIzMxNXXXUV1qxZgx9//BGPP/64y0XHiIiI3E4kIiIiFytXrhTvvfdesWPHjmJAQICo0+nEdu3aif/4xz/EvLw8l22PHDki9u/fX/Tz8xMBiJMnTxZFURT/9a9/iQDEs2fP1nqM//3vf+INN9wg+vv7i/7+/mLHjh3FadOmiUePHpW2OXTokDh06FAxICBAbNWqlfjAAw+I+/fvFwGICxYskLabPHmy6O/vX+MYAwYMELt06VJjfUJCgjhmzBjpdkZGhghAfOONN1y2W7BggQhAzMjIcFn/wQcfiB07dhS1Wq3YunVr8eGHHxYLCgpqHOeXX34RAYijRo1yWX///feLAMQvvvii1nNT2/MAIP0EBASIKSkp4t///ndxzZo1tT7mp59+Ert37y4aDAYxMTFRfO2118T//Oc/NZ5Pbm6uOGbMGDEwMFAEIA4YMEAURVGsqKgQZ8yYIUZHR4t+fn7i9ddfL27fvl0cMGCAtM2lmEwmsVWrVuKcOXNc1n/99dfiHXfcISYnJ4t+fn6iwWAQO3fuLD777LNiUVGRy7Znz54VJ0yYIBqNRjE0NFR88MEHxb/++svtr3/V67xr1y6X7eqaw3Ud79NPPxV79uwp+vn5iYGBgWK3bt3EZ555Rjxz5kydx74c59e9+k9tr8P3338v9ujRQ9Tr9WJsbKz43HPPiWazuUH7dfbaa6+JHTt2FA0GgxgaGireeOON4t69e2sd68yZM8X4+HjRbre7rK86j+vXr6/XczaZTOLbb78t9uzZU/T39xeNRqN4zTXXiO+8806dz2XatGm17guA+K9//ctl3a+//ipeffXVok6nE5OTk8XPP/9cnDFjhmgwGFy2S0hIkN7PRLHuebJ+/foaz2/r1q1inz59RD8/PzEmJkZ85plnxNWrV9fYbvLkyWJCQkK9zosoiuLEiRNFAOLQoUNr3Pfrr7+K48ePF2NiYkSdTifGxMSId955p3js2LEa56Q+v8N1zfMqtb0/1vV+Ioqi+Nlnn4lt27YV1Wp1jfOwfv16ccSIEWJwcLBoMBjE5ORkccqUKeLu3btdjvm///1P7NSpk6jX68XOnTuLy5Yta/A5XLp0qTh8+HAxLCxM1Gg0YnR0tHj77beLGzZscNkuPT1dvOWWW8SQkBDRYDCI1157rbh8+XKXbape+yVLltR6burznlI1f7/66isxJSVF1Ov14tVXX13j96WgoEC85557xFatWokBAQHiiBEjxCNHjtR7njrfV/Wa/fHHH+Kdd94pxsfHi3q9XoyMjBTHjh1b47wXFxeLTzzxhBgTEyNqtVoxJSVFfOONN2r8rtf1u1h9jERERPUliCK7ohMRERG525w5c7BgwQKkpaX55EWQyH1MJhMSExPxz3/+E4899pjSw2mwm266CQcPHqy1tyiRJwmCgGnTptVoP0BERETsaUtERETkEU888QRKSkrwzTffKD0U8rAFCxZAq9XioYceUnool1VeXu5yOy0tDStWrLhs6wYiIiIi8i5W2hIRERERtRDR0dGYMmUK2rZti6ysLMyfPx8mkwl79+5FSkqK0sOjFoaVtkRERHXjhciIiIiIiFqIkSNH4uuvv0Zubi70ej1SU1PxyiuvMLAlIiIi8jGstCUiIiIiIiIiIiLyIexpS0RERERERERERORDGNoSERERERERERER+RD2tAVgt9tx5swZBAYGQhAEpYdDREREREREREREzZAoiiguLkZMTAxUqrrraRnaAjhz5gzi4uKUHgYRERERERERERG1ACdPnkRsbGyd9zO0BRAYGAjAcbKCgoIUHg35GovFgjVr1mD48OHQarVKD4daGM4/UhrnICmJ84+UxPlHSuL8IyVx/pHSmvscLCoqQlxcnJRH1oWhLSC1RAgKCmJoSzVYLBYYjUYEBQU1yzcL8m2cf6Q0zkFSEucfKYnzj5TE+UdK4vwjpbWUOXi5Fq0+cyGyV199FYIg4PHHH5fWVVRUYNq0aQgPD0dAQAAmTJiAvLw8l8dlZ2djzJgxMBqNiIyMxNNPPw2r1erl0RMRERERERERERG5h0+Etrt27cInn3yC7t27u6x/4okn8PPPP2PJkiXYuHEjzpw5g7/97W/S/TabDWPGjIHZbMa2bdvw5ZdfYuHChXjhhRe8/RSIiIiIiIiIiIiI3ELx0LakpAQTJ07EZ599htDQUGl9YWEhvvjiC7z11lsYPHgwevbsiQULFmDbtm3YsWMHAGDNmjU4dOgQvvrqK/To0QOjRo3CnDlz8OGHH8JsNiv1lIiIiIiIiIiIiIgaTfGettOmTcOYMWMwdOhQvPzyy9L6PXv2wGKxYOjQodK6jh07Ij4+Htu3b0efPn2wfft2dOvWDa1bt5a2GTFiBB5++GEcPHgQV199da3HNJlMMJlM0u2ioiIAjp4ZFovF3U+RmriqOcG5QUrg/COlcQ6Skjj/SEmcf6Qkzj9Skjfmn81mg9VqhSiKHjsGNV1WqxUajQYlJSXQaBSPLhtEEARoNBqo1eo6t6nv75aiz/ybb77BH3/8gV27dtW4Lzc3FzqdDiEhIS7rW7dujdzcXGkb58C26v6q++oyb948zJ49u8b6NWvWwGg0NvRpUAuxdu1apYdALRjnHymNc5CUxPlHSuL8IyVx/pGSPDX/AgMDERgYCJVK8S9/kw+LiorCiRMnlB5Go9jtdhQXF6O4uLjW+8vKyuq1H8VC25MnT+Kxxx7D2rVrYTAYvHrsWbNm4cknn5RuFxUVIS4uDsOHD0dQUJBXx0K+z2KxYO3atRg2bFizvmoh+SbOP1Ia5yApifOPlMT5R0ri/CMleXL+5eXloaioCBERETAajRAEwa37p+ZBFEWUlpbC39+/yc0RURRRVlaGs2fPon379jWKTQH5G/+Xo1hou2fPHuTn5+Oaa66R1tlsNmzatAkffPABVq9eDbPZjIsXL7pU2+bl5SEqKgqAI3XfuXOny37z8vKk++qi1+uh1+trrNdqtfyDSHXi/CAlcf6R0jgHSUmcf6Qkzj9SEucfKcnd889ms6G4uBitW7dGeHi42/ZLzY/dbofFYoGfn1+TrMj29/eHSqVCfn4+oqOja7RKqO/vlWLPfMiQIThw4AD27dsn/fTq1QsTJ06UlrVaLX799VfpMUePHkV2djZSU1MBAKmpqThw4ADy8/OlbdauXYugoCB07tzZ68+JiIiIiIiIiIhqqurjybaU1BJUzfMr6Q2tWKVtYGAgunbt6rLO398f4eHh0vr77rsPTz75JMLCwhAUFIR//OMfSE1NRZ8+fQAAw4cPR+fOnXH33Xfj9ddfR25uLp577jlMmzat1kpaIiIiIiIiIiJSTlP7ujtRY7hjnvv0JdjefvttqFQqTJgwASaTCSNGjMBHH30k3a9Wq7F8+XI8/PDDSE1Nhb+/PyZPnoyXXnpJwVETERERERERERERNZ5PNYbYsGED3nnnHem2wWDAhx9+iAsXLqC0tBTLli2r0as2ISEBK1askJr8vvnmm9BofDqLJiIiIiIiIiKiFiIzMxOCIGDfvn31fszChQtdrvGk1Diask8//RRxcXFQqVR455138OKLL6JHjx5KD6vefCq0JSIiIiIiIiIi8jUnT57Evffei5iYGOh0OiQkJOCxxx7D+fPnL/vYuLg45OTk1GgTeim33347jh07diVDbpSMjAzcddddiImJgcFgQGxsLMaPH48jR44AaDrBb1FRER599FHMnDkTp0+fxtSpU5UeUoMxtCUiIiIiIiIiIqrDiRMn0KtXL6SlpeHrr7/G8ePH8fHHH+PXX39FamoqLly4UOdjzWYz1Go1oqKiGvTNcD8/P0RGRrpj+PVmsVgwbNgwFBYWYtmyZTh69Ci+/fZbdOvWDRcvXmzQvsxms2cGWU/Z2dmwWCwYM2YMoqOjm+QF8BjaEhERERERERER1WHatGnQ6XRYs2YNBgwYgPj4eIwaNQrr1q3D6dOn8eyzz0rbJiYmYs6cOZg0aRKCgoIwderUWqtTf/rpJ6SkpMBgMGDQoEH48ssvIQiCFI5Wb49Q9dX+RYsWITExEcHBwbjjjjtQXFwsbbNq1SrccMMNCAkJQXh4OMaOHYv09PR6P8+DBw8iPT0dH330Efr06YOEhARcf/31ePnll9GnTx8AQFJSEgDg6quvhiAIGDhwIABgypQpuOmmmzB37lzExMSgQ4cOABwVyrfddhtCQkIQFhaG8ePHIzMzUzrmrl27MGzYMLRq1QrBwcEYMGAA/vjjD5dxCYKATz75BGPHjoXRaESnTp2wfft2HD9+HAMHDoS/vz/69u0rPdeFCxeiW7duAIC2bdtCEASXY1ax2+146aWXEBsbC71ejx49emDVqlXS/bfccgseffRR6fbjjz8OQRCkqmOz2Qx/f3+sW7eu3ue4IRjaEhERERERERGR14kiYDZ7/0cU6z/GCxcuYPXq1XjkkUfg5+fncl9UVBQmTpyIb7/9FqLTTt98801cddVV2Lt3L55//vka+8zIyMAtt9yCm266Cfv378eDDz7oEvzWJT09HT/88AOWL1+O5cuXY+PGjXj11Vel+0tLS/Hkk09i9+7d+PXXX6FSqXDzzTfDbrfX67lGRERApVJh6dKlsNlstW6zc+dOAMC6deuQk5ODZcuWSff9+uuvOHr0KNauXYvly5fDYrFgxIgRCAwMxObNm7F161YEBARg5MiRUiVucXExJk+ejC1btmDHjh1ISUnB2LFjXcJoAFIQvm/fPnTs2BF33XUXHnzwQcyaNQu7d++GKIpSwHr77bdLQerOnTuRk5ODuLi4Gs/l3Xffxb///W+8+eab+PPPPzFixAjceOONSEtLAwAMGDAAGzZskLbfuHEjWrVqJa3btWsXLBYL+vbtW6/z21C8YhcREREREREREXmdxQK88or3j/t//wfodPXbNi0tDaIoolOnTrXe36lTJxQUFODs2bNSO4PBgwdjxowZ0jbVqzw/+eQTdOjQAW+88QYAoEOHDvjrr78wd+7cS47Fbrdj4cKFCAwMBADcfffd+PXXX6XHTZgwwWX7//znP4iIiMChQ4fq1U+3TZs2eO+99/DMM89g9uzZ6NWrFwYNGoSJEyeibdu2ABzBLgCEh4cjKirK5fH+/v74/PPPoas8uV999RXsdjs+//xzCIIAAFiwYAFCQkKwYcMGDB8+HIMHD3bZx6effoqQkBBs3boVt912m7T+nnvukW7PnDkTqampeP755zFixAgAwGOPPYZ77rkHgKO1RHh4uDTe6uOs8uabb2LmzJm44447AACvvfYa1q9fj3feeQcffvghBg4ciMceewxnz56FRqPBoUOH8Pzzz2PDhg146KGHsGHDBvTu3dtjrRdYaUtERERERERERHQJYgPKc3v16nXJ+48ePYrevXu7rLv22msvu9/ExEQpsAWA6Oho5OfnS7fT0tJw5513om3btggKCkJiYiIAR3/X+po2bRpyc3OxePFipKamYsmSJejSpQvWrl172cd269ZNCmwBYP/+/Th+/DgCAwMREBCAgIAAhIWFoaKiQmplkJeXhwceeAApKSkIDg5GUFAQSkpKcOrUKZd9d+/eXVpu3bq1dDzndRUVFSgqKqrX8ywqKsKZM2dw/fXXu6y//vrrcfjwYQBA165dERYWho0bN2Lz5s24+uqrMXbsWGzcuBGAo/K2qj2EJ7DSloiIiIiIiIiIvE6rdVS9KnHc+mrXrh0EQcDhw4dx880317j/8OHDCA0NlSpQAUfFqSdoqw1cEASX1gfjxo1DQkICPvvsM8TExMBut6Nr164NvihYYGAgxo0bh3HjxuHll1/GiBEj8PLLL2PYsGGXfFz1511SUoKePXti8eLFNbatOl+TJ0/G+fPn8e677yIhIQF6vR6pqamwWCx1Pveqqt3a1tW3FUR9CIKA/v37Y8OGDdDr9Rg4cCC6d+8Ok8mEv/76C9u2bcNTTz3ltuNVx0pbIiIiX2S3OxpuERERERE1U4LgaFPg7Z/KfK9ewsPDMWzYMHz00UcoLy93ua+qIvX222+XQsP66NChA3bv3u2ybteuXfUfVC3Onz+Po0eP4rnnnsOQIUOktg1XShAEdOzYEaWlpQAgVdLW1fPW2TXXXIO0tDRERkaiXbt2Lj/BwcEAgK1bt2L69OkYPXo0unTpAr1ej3Pnzl3xuC8nKCgIMTEx2Lp1q8v6rVu3onPnztLtqr62GzZswMCBA6FSqdC/f3+88cYbMJlMNSp13YmhLRERka+xWlHavQ+sgSGw/rpR6dEQEREREbVoH3zwAUwmE0aMGIFNmzbh5MmTWLVqFYYNG4Y2bdpcthdtdQ8++CCOHDmCmTNn4tixY/juu++wcOFCAGhQ+OssNDQU4eHh+PTTT3H8+HH89ttvePLJJxu0j3379mH8+PFYunQpDh06hOPHj+OLL77Af/7zH4wfPx4AEBkZCT8/P6xatQp5eXkoLCysc38TJ05Eq1atMH78eGzevBkZGRnYsGEDpk+fLrU/SElJwaJFi3D48GH8/vvvmDhxYo0LvnnK008/jddeew3ffvstjh49in/+85/Yt28fHnvsMWmbgQMH4tChQzh48CBuuOEGad3ixYvRq1cvj1VVAwxtiYiIfM/+/fA/uAsacznKXnpT6dEQEREREbVoKSkp2L17N9q2bYvbbrsNycnJmDp1KgYNGoTt27cjLCysQftLSkrC0qVLsWzZMnTv3h3z58/Hs88+CwDQ6/WNGqNKpcI333yDPXv2oGvXrnjiiSekC53VV2xsLBITEzF79mxcd911uOaaa/Duu+9i9uzZ0vg0Gg3ee+89fPLJJ4iJiZHC3NoYjUZs2rQJ8fHx+Nvf/oZOnTrhvvvuQ0VFBYKCggAAX3zxBQoKCnDNNdfg7rvvxvTp06ULunna9OnT8eSTT2LGjBno1q0bVq1ahZ9++gkpKSnSNt26dUNISAh69OiBgIAAAI7Q1mazebSfLQAIYkM6KTdTRUVFCA4ORmFhoTRpiKpYLBasWLECo0ePrtE/hsjTOP9aqN9+A4YMAQBYdX7QFF4ADAZFhsI5SEri/CMlcf6Rkjj/SEmemn8VFRXIyMhAUlISDAr929aXzZ07Fx9//DFOnjyp9FAUZ7fbUVRUhKCgIKhUTbPe9FLzvb45ZNN85kRERM1ZcbG0qDGXQ9y4ScHBEBERERGRu3300UfYtWsXTpw4gUWLFuGNN97A5MmTlR4W+RCN0gMgIiIiV/bCYpdPVUuXrEDAiOGKjYeIiIiIiNwrLS0NL7/8Mi5cuID4+HjMmDEDs2bNUnpY5EMY2hIREfkYW2GJS2irWrMSwDsKjYaIiIiIiNzt7bffxttvv630MMiHsT0CERGRj7FeLHa5bTx5DEhPV2g0RERERERE5G0MbYmIiHyMvVpoCwDmH1cqMBIiIiIiIiJSAkNbIiIiH2MvKqmxruIHhrZEREREREQtBUNbIiIiHyMWyZW2osrxp9r/99+A8nKlhkRERERERERexNCWiIjI1xTLoW1Fn4EAALW5Avb1GxUaEBEREREREXkTQ1siIiJf4xTa6u++XVouXbpCidEQERERERGRlzG0JSIi8jWlck9b1d9ugl2tAQCo17CvLRERERGRLxk4cCAef/xxrx1v4cKFCAkJ8drxlCSKIqZOnYqwsDAIgoB9+/Z5/XwriaEtERGRj1GVOipt7WoNEBGB0h7XAwCMp48DaWlKDo2IiIiIqMWZMmUKBEGo8XP8+HEsW7YMc+bMkbZNTEzEO++84/J4bwetGzduxODBgxEWFgaj0YiUlBRMnjwZZrNZkfE01qpVq7Bw4UIsX74cOTk56Nq1q9JD8iqGtkRERD6mKrS1+gUCggDd+NHSfaYfWG1LRERERORtI0eORE5OjstPUlISwsLCEBgYqPTwJIcOHcLIkSPRq1cvbNq0CQcOHMD7778PnU4Hm83WoH1VhbxKOXHiBKKjo9G3b19ERUVBo9EoOh5vY2hLRETkY1RljvYINqPjH3/6m0ZJ95l+ZGhLRERERORter0eUVFRLj9qtdrl6/oDBw5EVlYWnnjiCakad8OGDbjnnntQWFgorXvxxRcBACaTCU899RTatGkDf39/XHfdddiwYYPLcRcuXIj4+HgYjUbcfPPNOH/+/CXHuWbNGkRFReH1119H165dkZycjJEjR+Kzzz6Dn5/fJceTmJiIOXPmYNKkSQgKCsLUqVMBAFu2bEG/fv3g5+eHuLg4TJ8+HaWlpdIxFy1ahF69eiEwMBBRUVG46667kJ+fL92/YcMGCIKA1atX4+qrr4afnx8GDx6M/Px8rFy5Ep06dUJQUBDuuusulJWVAQAeeeQRTJ8+HdnZ2RAEAYmJibU+34KCAkyaNAmhoaEwGo0YNWoU0iq/nSiKIiIiIrB06VJp+x49eiA6Olq6vWXLFuj1eum4voShLRERkY/RlFe2RzAGOFZ07YqKVm0AAP471wM++A8KIiIiIqKWbtmyZYiNjcVLL70kVeP27dsX77zzDoKCgqR1Tz31FADg0Ucfxfbt2/HNN9/gzz//xK233oqRI0dKoePvv/+O++67D48++ij27duHQYMG4eWXX77kGKKiopCTk4NNmzbVev+lxgMAb775Jq666irs3bsXzz//PNLT0zFy5EhMmDABf/75J7799lts2bIFjz76qPQYi8WCOXPmYP/+/fjhhx+QmZmJKVOm1Dj2iy++iA8++ADbtm3DyZMncdttt+Gdd97Bf//7X/zyyy9Ys2YN3n//fQDAvHnzMHv2bMTGxiInJwe7du2q9flMmTIFu3fvxk8//YTt27dDFEWMHj0aFosFgiCgf//+UhBeUFCAw4cPo7y8HEeOHAHgaCXRu3dvGI3GS55XJbSsumIiIiJfZ7dDU+H41Fr0r/yalSDAMmw0DF9/BrXFBPtvG6AaO/oSOyEiIiIiaiJ69QJyc717zKgoYPfuBj1k+fLlCAgIkG6PGjUKS5YscdkmLCwMarVaqjitEhwcDEEQXNZlZ2djwYIFyM7ORkxMDADgqaeewqpVq7BgwQK88sorePfddzFy5Eg888wzAID27dtj27ZtWLVqVZ3jvPXWW7F69WoMGDAAUVFR6NOnD4YMGSJVz+p0ulrHU2Xw4MGYMWOGdPv+++/HxIkTpWrilJQUvPfeexgwYADmz58Pg8GAe++9V9q+bdu2eO+999C7d2+UlJS4nLOXX34Z11/vuF7Hfffdh1mzZiE9PR1t27YFANxyyy1Yv349nn76aQQHByMwMBBqtbrWcQJAWloafvrpJ2zduhV9+/YFACxevBhxcXH44YcfcOutt2LgwIH45JNPAACbNm3C1VdfjaioKGzYsAEdO3bEhg0bMGDAgDrPp5IY2hIREfkSp68Z2QPk3lj+E0YBX38GAChbugIBDG2JiIiIqDnIzQVOn1Z6FJc1aNAgzJ8/X7rt7+9/Rfs7cOAAbDYb2rdv77LeZDIhPDwcAHD48GHcfPPNLvenpqZeMrRVq9VYsGABXn75Zfz222/4/fff8corr+C1117Dzp07XVoD1KZXr14ut/fv348///wTixcvltaJogi73Y6MjAx06tQJe/bswYsvvoj9+/ejoKAAdrsdgCOY7ty5s/S47t27S8utW7eG0WiUAtuqdTt37rzk+JwdPnwYGo0G1113nbQuPDwcHTp0wOHDhwEAAwYMwGOPPYazZ89i48aNGDhwoBTa3nfffdi2bZsUivsahrZERES+pLhYXna6oIFq2BDY1VqobBao16wERBEQBAUGSERERETkRnVUUfraMf39/dGuXTu3DaGkpARqtRp79uyBWq12uc+5OrWx2rRpg7vvvht333035syZg/bt2+Pjjz/G7NmzL/m46mF0SUkJHnzwQUyfPr3GtvHx8SgtLcWIESMwYsQILF68GBEREcjOzsaIESNqXMhMq9VKy4IguNyuWlcV+LpLt27dEBYWho0bN2Ljxo2YO3cuoqKi8Nprr2HXrl2wWCxSla6vYWhLRETkS5xDW+d/rAUFofSaGxC4az38ck4AaWlAtU/liYiIiIianAa2KfB1Op0ONpvtsuuuvvpq2Gw25Ofno1+/frXuq1OnTvj9999d1u3YsaPBYwoNDUV0dLR08bDaxlOXa665BocOHaozsD5w4ADOnz+PV199FXFxcQCA3V56TTt16gSr1Yrff/9dCl7Pnz+Po0ePShW+giCgX79++PHHH3Hw4EHccMMNMBqNMJlM+OSTT9CrV68rrpr2FF6IjIiIyJc4hbaCU6UtAOhuHCUtm75f4bUhERERERFR/SQmJmLTpk04ffo0zp07J60rKSnBr7/+inPnzqGsrAzt27fHxIkTMWnSJCxbtgwZGRnYuXMn5s2bh19++QUAMH36dKxatQpvvvkm0tLS8MEHH1yyNQIAfPLJJ3j44YexZs0apKen4+DBg5g5cyYOHjyIcePG1TmeusycORPbtm2TLoaWlpaGH3/8UboQWXx8PHQ6Hd5//32cOHECP/30E+bMmeOOU3lZKSkpGD9+PB544AFs2bIF+/fvx9///ne0adMG48ePl7YbOHAgvv76a/To0QMBAQFQqVTo378/Fi9e7LP9bAGGtkRERL6lpERaVAW7hrb6m+U+tuYfV3ptSEREREREVD8vvfQSMjMzkZycjIiICABA37598dBDD+H2229HREQEXn/9dQDAggULMGnSJMyYMQMdOnTATTfdhF27diE+Ph4A0KdPH3z22Wd49913cdVVV2HNmjV47rnnLnn8a6+9FiUlJXjooYfQpUsXDBgwADt27MAPP/wgBZR1jac23bt3x8aNG3Hs2DH069cPV199NV544QXp4mkRERFYuHAhlixZgs6dO+PVV1/Fm2++ecXnsb4WLFiAnj17YuzYsUhNTYUoilixYoVL64UBAwbAZrNh4MCB0rqBAwfWWOdrBFEURaUHobSioiIEBwejsLAQQUFBSg+HfIzFYsGKFSswevToGv1WiDyN868F+vln4MYbAQDl/zcHfnOd/lEmiqiISoAh/yRsGh3UFy8AHv4qD+cgKYnzj5TE+UdK4vwjJXlq/lVUVCAjIwNJSUkwGAxu2y81P3a7HUVFRQgKCoJK1TTrTS813+ubQzbNZ05ERNRM2Qvl9gjVK20hCLAMc1Tbqq1m2H9d782hERERERERkZcwtCUioiZBPHIU4patQDP/goitUG6PoAkNrHG//wS5r23p/9gigYiIiIiIqDliaEtERL7v5EnYu18Fod8NsCz9UenReJTtolOlbVBAjftVw4bArnZ8TU2zZkWzD7GJiIiIiIhaIoa2RETk8+zrN0JtMQEAKlY175YAzu0RhKCalbYICEBpr/4AAL/cTODoUS+NjIiIiIiIiLyFoS0REfm8igNp0rJ48rSCI/E8m1Noi8BaQlsAuhvlFgmm71d4ekhERERERETkZQxtiYjI51kPHZOWVWdOKTgSzxOL5Z62dYW2+ptHS8vmH9nXloiIiIiaDrvdrvQQiDzOHfNc44ZxEBEReZQqXa601eQ170pbFDlV2gbU7GkLAOjYEeWtE+CXlwXjnk1ASUnd2xIRERER+QCdTgeVSoUzZ84gIiICOp0OgiAoPSzyQXa7HWazGRUVFVCpmla9qSiKMJvNOHv2LFQqFXQ6XaP3xdCWiIh8myhCf1IObXUXcgCbDVCrFRyUBxVfvj0CBAG24aOBRfOhtpphX/cbVDfd6J3xERERERE1gkqlQlJSEnJycnDmzBmlh0M+TBRFlJeXw8/Pr8kG+0ajEfHx8VcUOjO0JSIi33b2LLRlRdJNld0G5OcD0dEKDsqDSi/fHgEAjBNGAYvmOx7yv5UIZGhLRERERD5Op9MhPj4eVqsVNptN6eGQj7JYLNi0aRP69+8PrVar9HAaTK1WQ6PRXHHgzNCWiIh8W1pazXWnTzfb0FZV4qi0FVUqCAZD3dsNHQybRge11QzNmhWAKAJN9FNoIiIiImo5BEGAVqttkmEceYdarYbVaoXBYGjR86RpNYYgIqIWx3qkZmgrnmq+fW1VpY7Q1uoXeOkQ1t8fZb0GAAD88rOBw4e9MTwiIiIiIiLyAoa2RETk00wHaoa2lsxmHNqWO9oj2Pzqbo1QRXfTKGm54vsVHhsTEREREREReRdDWyIi8mm2WiptLRmnFBiJd6jLHJW2Nv/Lh7b6m0ZLy5YfV3psTERERERERORdDG2JiMinqU7UDG1tJ5tppa0oQlPhqLQVjQGX3759e5RHJwEAjH9sBoqLPTk6IiIiIiIi8hKGtkRE5LtEEYaTjtDWHNxKWi2cbqahbWkpBFEEANgDLl9pC0GAbbij2lZts8C29ldPjo6IiIiIiIi8hKEtERH5rtxcaCpKAQAVXXvBqjcCAFS5zTS0LSmRlwPrEdoCME6Q+9qWLWWLBCIiIiIiouaAoS0REfmuNLk1gtA+BeaINgAA3dlmGto6tzcIqEd7BACqIYNg0+oBANp1K4DKSl0iIiIiIiJquhjaEhGRz7IelkNbfdcU2Fo7QltteXHz7N/q9JyEelbawmhEWe+BAADD2VPAwYMeGBgRERERERF5k6Kh7fz589G9e3cEBQUhKCgIqampWLlS/mrnwIEDIQiCy89DDz3kso/s7GyMGTMGRqMRkZGRePrpp2G1Wr39VIiIyAMq/pJDW13nFIht2sh3Nse+tk7tEYTgeoa2APQ3yS0SKpatcOuQiIiIiIiIyPsUDW1jY2Px6quvYs+ePdi9ezcGDx6M8ePH46BTldADDzyAnJwc6ef111+X7rPZbBgzZgzMZjO2bduGL7/8EgsXLsQLL7ygxNMhIiI3sx+RQ1ukpEAVHyvfPnXK+wPyNKdKW1UDQlvdTaOlZctP7GtLRERERETU1Cka2o4bNw6jR49GSkoK2rdvj7lz5yIgIAA7duyQtjEajYiKipJ+goKCpPvWrFmDQ4cO4auvvkKPHj0watQozJkzBx9++CHMZrMST4mIiNxIfcIR2trVGiAhAbpEudLWlt38Km3FIjm0VQfVr6ctACAlBeUxyQAA/31bgKIidw+NiIiIiIiIvMhnetrabDZ88803KC0tRWpqqrR+8eLFaNWqFbp27YpZs2ahrKxMum/79u3o1q0bWrduLa0bMWIEioqKXKp1iYioCbLboT91HABQEdMW0GigdQptzRnNL7S1FjiFtqH1r7QFANsIR7WtymaFbc06t46LiIiIiIiIvEuj9AAOHDiA1NRUVFRUICAgAN9//z06d+4MALjrrruQkJCAmJgY/Pnnn5g5cyaOHj2KZcuWAQByc3NdAlsA0u3c3Nw6j2kymWAymaTbRZUVSRaLBRaLxa3Pj5q+qjnBuUFKaNHz79QpaM3lAABLQjtYLBYIUa2lP1zmjJPQNLPzYi4ohLbqRoBfg153/U3DgAXvAwBKvvsFxvHj3DKmFj0HSXGcf6Qkzj9SEucfKYnzj5TW3OdgfZ+X4qFthw4dsG/fPhQWFmLp0qWYPHkyNm7ciM6dO2Pq1KnSdt26dUN0dDSGDBmC9PR0JCcnN/qY8+bNw+zZs2usX7NmDYxGY6P3S83b2rVrlR4CtWAtcf61OnAA11cun/LT4/iKFTCcO4cRlevO/fkn/lrRvC66lfDHPvSoXN595AjyGvD8VCYTRmr00FpNEFb9jBW/jAMEwW1ja4lzkHwH5x8pifOPlMT5R0ri/COlNdc56NxF4FIUD211Oh3atWsHAOjZsyd27dqFd999F5988kmNba+77joAwPHjx5GcnIyoqCjs3LnTZZu8vDwAQFRUVJ3HnDVrFp588knpdlFREeLi4jB8+HCXnrlEgOMTkLVr12LYsGHQarWXfwCRG7Xk+WfLOiMtJ48chPajRwNWK+wPTIVKtCPSYsLo0aMvsYemp2zFJmm516BBEPv1a9jjrxuE4K2rEFR8FqPj4oDu3a94TC15DpLyOP9ISZx/pCTOP1IS5x8prbnPwaJ6XoNE8dC2Orvd7tK6wNm+ffsAANHR0QCA1NRUzJ07F/n5+YiMjATgSOGDgoKkFgu10ev10Ov1NdZrtdpmORnIPTg/SEktcf6ZDp+Qlg3dOgJaLaDVoiK0NQwXcqDNP9PszolQKn/iqgkNdTznBvC7eTSwdRUAwPbzWhh69nTb2FriHCTfwflHSuL8IyVx/pGSOP9Iac11Dtb3OSl6IbJZs2Zh06ZNyMzMxIEDBzBr1ixs2LABEydORHp6OubMmYM9e/YgMzMTP/30EyZNmoT+/fuje2Xl0PDhw9G5c2fcfffd2L9/P1avXo3nnnsO06ZNqzWUJSKipsN+NE2+kZIiLVpbxwIA9AW5QHPrcVQkX4gMAQENfrhu/Chp2fLzSneMiIiIiIiIiBSgaGibn5+PSZMmoUOHDhgyZAh27dqF1atXY9iwYdDpdFi3bh2GDx+Ojh07YsaMGZgwYQJ+/vln6fFqtRrLly+HWq1Gamoq/v73v2PSpEl46aWXFHxWRETkDuoMR2hr0+iAuDhpvT26DQBAEEXgEhedbJKKnULbwMCGP75dO5TFOgJu/31bgcJCNw2MiIiIiIiIvEnR9ghffPFFnffFxcVh48aNl91HQkICVjSzC9EQEbV4djsMp9MBABVtkuGvVkt3CbFt5O1On3YJdJu8kisMbQHYR4wCvkiDym6DbfVaqG+7xU2DIyIiIiIiIm9RtNKWiIioVidPQm1x9De3tU1xuUuTIIe24qnTXh2Wp6lKSwAAoiAARmOj9uF/i3xxtrKlbJFARERERETUFDG0JSIi35Mm97NVtXcNbfVt5dDWnNG8Qluh1FFpazUEAILQuH0MHACrzg8AoP11JSCK7hoeEREREREReQlDWyIi8jmWQ3Joq+/qGtqq4uTQ1pLVvEJbdZkjtLUZG9caAQBgMKCsz2DH4oUcYP9+dwyNiIiIiIiIvIihLRER+RzTX3Joq+3S3vXONnJoa89uZqFtuaM9gv1KQlsAhptGScvl/2PfdyIiIiIioqaGoS0REfkc+1E5tEWKa6Wtc2grnD7lpRF5gShCU+6otLX7B1zRrnTj5dDWupx9bYmIiIiIiJoahrZERORzNBmO0Naq8wNiYlzvDAyExRgEAFDnNaNK2/JyCHY7AED0v7JKW7Rti7L4DgAA/z+3AwUFVzo6IiIiIiIi8iKGtkRE5FusVhhyTgAATLHtAFXNP1XmCEe1re7s6eZzoa2SEmlRDLzC0BaAfYSj2lZlt8G2au0V74+IiIiIiIi8h6EtERH5luxsqKwWAIAtOaXWTWxRjtBWYy4HLl701sg8q7hYXg648tDW/5bR0nLZ/9gigYiIiIiIqClhaEtERL4lTe5nq+5Qe2iLGLmvLU43kxYJTqGtEHhlPW0BQBjQH1a9EQCg+20lUNl6gYiIiIiIiHwfQ1siIvIp5oNyaKvvVntoq45v5qFt0JVX2kKvR1nqEMdiQR6wb9+V75OIiIiIiIi8gqEtERH5FNNfx6RlTcfaQ1tdkhzaWrObSWjr1NNWFeyG0BaA382jpOXyZWyRQERERERE1FQwtCUiIp8iHpMrbZFSe2irSYyVls0nTnl6SF4hFsmVtqrgK2+PAADaG+XQ1vrzCrfsk4iIiIiIiDyPoS0REfkUTYYjtLX6BQBRUbVuI8TKlba2rOZRaWu7KIe2mhD3VNoiMRFlCZ0AAP4HdgAXLrhnv0RERERERORRDG2JiMh3WCww5GYCACpi2wGCUPt2beTQVmwmPW1thXJ7BLW7QlsA4khHta1KtMO2co3b9ktERERERESew9CWiIh8R0YGVHYbAMCeXHtrBABAZCTsag0AQJXTTELbi26+EFkl4y2jpeWy/7GvLRERERERUVPA0JaIiHyGcz9bdR0XIQMAqFQwhUUDALT5zSO0tRfKoS0C3NPTFgCEfjfAavAHAOh+WwnY7W7bNxEREREREXkGQ1siIvIZ5oNyaGvoeonQFoC1taNFgr7wLGAyeXRc3uB8ITIEuq/SFno9yvoOdSwWngX++MN9+yYiIiIiIiKPYGhLRFQXUVR6BC2Oc2h7yUpbAGKM3NcWOTmeGpLXiMVyT1u3hrYA/G4eJS2XL2OLBCIiIiIiIl/H0JaIqDZ5eShL6IiyxE7AuXNKj6bFENPk0BYplw5thbhY+capUx4akRcVe6Y9AgBohw+Sli17/3LrvomIiIiIiMj9GNoSEdXCsvRHGE8egzHrCCo+/VLp4bQY2kxHaGsxBgEREZfeNkGutBVPNYO+tiUeao8AAPHx0qJw+qR7901ERERERERux9CWiKgW1nMF0rJ5/VYFR9KCmEzQ52U7FuNTAEG45Oa6JDm0NWc0/dBWKHVqj+Dv796dGwwwBTtCcG0OQ1siIiIiIiJfx9CWiKgW9oIiaVm/eyv723rDiRNQiXYAgD350q0RAEAVJ4e2lsymH9qqSh2Vtla/AEDl/j/PltaOdhK6CzmA1er2/RMREREREZH7MLQlIqqFvVD+qrr+Yj6Qnq7gaFoG8Zjcz1ZzmYuQAQDayKGt/WTzCW1tBvf2s61ij4lzHMduA3JzPXIMIiIiIiIicg+GtkREtRALi1xuWzeyRYKnmQ7Koa2hW8NCW+FM0w9tNWWVoa2/m/vZVhIS4uQbzeHCbURERERERM0YQ1siotoUuYa25esY2nqaxSm0VXWoR2jr5wdzQCgAQJPXxENIUYS6wtHT1u6h0FabGCsfLpt9bYmIiIiIiHwZQ1siotqUFLvcVO1gaOtpYpoc2iKlHqEtAEtkZZ/Wc2eadt9hkwkqm6PPrGj0THsEXbJcaWs+0cRDbiIiIiIiomaOoS0RUS1Uxa6Vtv6Zh4ALFxQaTcugzXSEtuaAUCA8vF6PsUU7WiSorWbg3DmPjc3jiuUPCcRAz1TaquLlSlvLCVbaEhERERER+TKGtkREtRBKi2usE7dtV2AkLUR5OfzOOoJEc3z9qmwBuPS1xekm3Ne2pEReDvBMaIs4udLWns1KWyIiIiIiIl/G0JaIqBbq0qIa68rWskWCx6SnS4v2dvUPbTXxzSS0daq0FQI90x7B5cJtp1lpS0RERERE5MsY2hIR1UJd5gjRLIGh0jr7Foa2niIek/vZajrVP7TVJspBpCWzmYS2QR6qtNXrYQqJBABocxnaEhERERER+TKGtkRE1dnt0JQ7QjRTXArKWycAAIx/7QTMZiVH1mxV/CWHtoauLTC0dWqPoAr2UGgLwNLa0ddWfyEHsFo9dhwiIiIiIiK6MgxtiYiqKy2FIIoAAHtAIKzXXg8AUJsrgL17lRxZs2U9JIe2qo7t6/9Ap6/8W7Oabp9WsUiutPVkaGtv4+hrK9jtQE6Ox45DREREREREV4ahLRFRdU5fVUdgEAxDrpdumtZvU2BALUCaHNoipQEXIouNlZebcE9bW6E859QhHuppC0CIczpfp5puyE1ERERERNTcMbQlIqquyOkiZEGB0A50Dm3Z19YTtFmO0NYUHAEEB9f/geHhsGn1AAB1ThMObQucQlsPVtpqkuKkZTGbfW2JiIiIiIh8FUNbIqLqnC8KFRwEdO0KizEIAKDftRWobJ1AblJaCsP5MwAAc0IDqmwBQBBgDo8BAGjPNt3Q1l7knZ62+mQ5tDWfYKUtERERERGRr2JoS0RUnVOlrSo4CFCrUXFVHwCAviAXyMhQamTN0/Hj0qLYroGhLQBra0dfW11JAVBe7rZheZPtolNLjgDPtUdQxcvtESwnWGlLRERERETkqxjaEhFVV1zzolCaAXKLBOtGtkhwJ/tRuZ+ttlPDQ1sxRr4YWVPta+t8ITIEeq7SFnFypa09m5W2DVJaCvzxByvtiYiIiIjIKxjaEhFVY78oV9qqQx1tEZwvRla+jqGtO5n+kkNbfdeGh7aquGYQ2hbL7RE8GtrGxEiLqtOstK03ux1lV/UBevZE2fPzlB4NERERERG1AAxtiYiqsV6QQ1tNqCNAE/pcB7tKDQBQbWdo606Ww3Joq+rQ8NBWmyR/5b/JVo8We6nSVq+HKbQ1AECT10TPlRKysmBM/wsAYPt5hcKDISIiIiKiloChLRFRNc79RVUhjkpbBASgLOUqAIAx8yBw8aICI2uehDQ5tEW7dg1+vC5JrrQ1ZzTNSluUeKenLQBYWjtCbv35HMBq9eixmo2sLGlRk8sKZSIiIiIi8jyGtkRE1Ti3R3CpeuzraJEgiCLEbdu9PKrmS5ftCG1NoVGNqjIVYuXQ1pLVNENbwYuhrT3G0ddWEO3AmTMePVZzYUvPlJb1504DNptygyEiIiIiohaBoS0RUTX2QqcALShIWjQOk/valrGvrXsUFUFfkAcAMCc2vDUCAKCNHNqKp5pmaKsqdfS0teqNgFrt0WMJ8XI7CZxii4T6MB2TK21VdhuQm6vgaIiIiIiIqCVgaEtEVI1YWHulraqfHNraNzG0dYvjx6VFsV0jQ1uni2sJZ5poaFvm+KDA5ufZKlsA0CbFScv2LH7Vvz6sJ7JcV5zkeSMiIiIiIs9iaEtEVF1x7ZW2iI1FeWQ8AMDvwO+AxeLlgTU/9qNyP1td50aGtjodTMERAABNXtMMbdVVoa3Rgxchq6RLlkNbcwYrbeslyzW0FbMZ2hIRERERkWcxtCUiqq7YqdLWObQFYL3WUW2rMZcD+/Z5cVDNU8WBY9KyvmsjQ1sAlkhHiwT9hZwm2W9UXe5oj2D393xoq3Jqj2A9wfCxPrSnMl1um9J53oiIiIiIyLMY2hIRVaOqDG1FlQowGl3u0w/qKy2b1rNFwpWyHpYrbYX2jQ9t7dGOIFJlswL5+Vc8Lq8ym6G2mgEAohdCW8Q5tUc4yUrby7LboT/rGtIy7CYiIiIiIk9jaEtEVI2q1PFVdatfICAILvfpBsl9bU2/MbS9UsJxObRFu3aN30+sfDEynG5iLRKc2nGIAZ7vaYuYGIiV81p1iuHjZeXkQGV1bYViZ3sEIiIiIiLyMIa2RETVqEodlbY2v1qqHrt1g7XyYlG6XVsBUfTm0JodfbYjtK1o1aZGVXNDqBPk0FY81XRDWwR4odJWp4M5pDUAQJPHStvLysyssYphNxEREREReRpDWyKiajTllReFCgiq5U4Nyrv3AQAYLuTUGuhQPRUUQFd0HgBgSWh8awQA0CXJoa01q4mFtiUl8nKQF0JbAJbWjnYS+gs5vKDeZdgzsmqs0+QytCUiIiIiIs9iaEtE5Mxuh6byolB19RfVDJBbJNg2sUVCo6U5tUZIubLQVhMvh7bmjCYW2jpV2qoCvdAeAYA91tHXVhBF4MwZrxyzqTIdqxna6gtyAbNZgdEQEREREVFLoWhoO3/+fHTv3h1BQUEICgpCamoqVq5cKd1fUVGBadOmITw8HAEBAZgwYQLy8vJc9pGdnY0xY8bAaDQiMjISTz/9NKxWq7efChE1F05Vj/bAWiptARiGyKFt2TqGto1lPyqHttouVxbaoo0c2tqym25oKwR7p9JWiIuVb5xii4RLsR7PlJbN0fEAGHYTEREREZHnKRraxsbG4tVXX8WePXuwe/duDB48GOPHj8fBgwcBAE888QR+/vlnLFmyBBs3bsSZM2fwt7/9TXq8zWbDmDFjYDabsW3bNnz55ZdYuHAhXnjhBaWeEhE1dUVF8nIdoa2Q2gd2wfH2qdrG0LaxKg7Ioa3ejaEtzjSx0NbpgwKVl0JbbVKctGzP4lf9L0XMkittrX36yXec5HkjIiIiIiLPUTS0HTduHEaPHo2UlBS0b98ec+fORUBAAHbs2IHCwkJ88cUXeOuttzB48GD07NkTCxYswLZt27Bjxw4AwJo1a3Do0CF89dVX6NGjB0aNGoU5c+bgww8/hJlfWySixnAObevqLxoYiPJ23QEAxoy/gMJCLwys+bEelkNbof0VhrYhIbDqHRcyU+c0rcpR20W50lYT4p3QVtdWrrQ1ZzSt8+Vt6lOO0Naq84Oq19XSeobdRERERETkST7T09Zms+Gbb75BaWkpUlNTsWfPHlgsFgwdOlTapmPHjoiPj8f27dsBANu3b0e3bt3QunVraZsRI0agqKhIqtYlImoQl6+q115pCwBiX0eLBEEUIW7f4fFhNUeqdEdoKwoCkJx8ZTsTBJgjHNW2urNNq9LWObRVB3unp60qQa60tZxg+FgnUYQ+1xHamqIToU+Wz5spneeNiIiIiIg8R6P0AA4cOIDU1FRUVFQgICAA33//PTp37ox9+/ZBp9MhJCTEZfvWrVsjNzcXAJCbm+sS2FbdX3VfXUwmE0wmk3S7qLKyzmKxwMKraFM1VXOCc6NlEC5ckN4YxQBjna+7btB1wJcfAgBKVm+CYchgj4yn2c4/UYQu2xHaVkTEQaNWA1f4HK2RMcCpNGjLi2G5cAEI9E7V6pUyFxRCV7ls9/eDzRuvdVQUtJWLtqzsS86vZjsH6yM/H1pzOQDAGhMPW0y09P5gTs+CpiWeEy9r0fOPFMf5R0ri/CMlcf6R0pr7HKzv81I8tO3QoQP27duHwsJCLF26FJMnT8bGjRs9esx58+Zh9uzZNdavWbMGRqPRo8empmvt2rVKD4G8IHr7dlxbuZyen4vsFStq3c7PYsLwyuWC5Suxd+C1tW7nLs1t/umKijCq9CIA4GxwK+yt4zw3RCe1BlW10Zu+/holsbGX3N5XJO07gO6Vy78fOoRzWu0lt3cHwWrFWAhQQUT50SPYWI/z39zmYH2EpKVhQOXyGa0a2ceOYUTl7fN792ODG+Yt1U9LnH/kOzj/SEmcf6Qkzj9SWnOdg2VlZfXaTvHQVqfToV27dgCAnj17YteuXXj33Xdx++23w2w24+LFiy7Vtnl5eYiKigIAREVFYefOnS77y8vLk+6ry6xZs/Dkk09Kt4uKihAXF4fhw4cjKKjur0NTy2SxWLB27VoMGzYMWi+EKaQsMe+ctNzp2p7oOnp0nduWz5oNv3OnEHPqGKKHDwc07n9Lba7zT9ght5QI7t0Loy9xnuurfNVmYNevAIAB7dpBHOyZ6md3K1sm/0PkuiFDIF7r2Q8AqpjDomC4kIPQssJLnv/mOgfr5X//kxbj+6Wi3cSJsE99ECq7DRGmMrfMW7q0Fj3/SHGcf6Qkzj9SEucfKa25z8Ei52vpXILioW11drsdJpMJPXv2hFarxa+//ooJEyYAAI4ePYrs7GykpqYCAFJTUzF37lzk5+cjMjISgCOFDwoKQufOnes8hl6vh16vr7Feq9U2y8lA7sH50TKYi+VPvHStQqG6xGtefu318FvxLTQVpcChQ0DPnh4bV3Obf7bjGdKyoWsHtzw3e9t4aVk4kwdNEzlfQmmptKwJDQW8NG5T61jgQg70BbkQRBHQ6S65fXObg/VRcfyU1EbCr1MyVAYDKsJjYDh7Evq8Uy3ufCipJc4/8h2cf6Qkzj9SEucfKa25zsH6PidFL0Q2a9YsbNq0CZmZmThw4ABmzZqFDRs2YOLEiQgODsZ9992HJ598EuvXr8eePXtwzz33IDU1FX369AEADB8+HJ07d8bdd9+N/fv3Y/Xq1Xjuuecwbdq0WkNZIqLLsRXIn3ipQi5deW8Ycr20bPptq8fG1BxV/JUmLeu6pLhln7qkNtKyOaMJXYysuERe9mIfXnsbx0W1BFEEcnK8dtymxJKeJS2rkhIc66Id501XdA4oL1dkXERERERE1PwpGtrm5+dj0qRJ6NChA4YMGYJdu3Zh9erVGDZsGADg7bffxtixYzFhwgT0798fUVFRWLZsmfR4tVqN5cuXQ61WIzU1FX//+98xadIkvPTSS0o9JSJq4mwXnb6mcJkATTfQKbRdz9C2IWyH5dBW6NDeLfsU4uQettbMU27Zp1eUFMvLAQFeO6wQ79Tz9+RJrx23KREz5NAWCY7QVoyNk9edbkIfDhARERERUZOiaHuEL7744pL3GwwGfPjhh/jwww/r3CYhIQEreCEQInITsdApQLtcj+vu3WE1+ENTUQrdrq2AKAKC4NkBNhOqE47QVhRUEJKS3LPTNnKlrdiEwjTBObT1YqWttq0cPtqzTkJ1g9cO3WSoT2YCAOwaLVTR0QAAVbxTaHvyJFDZl5+IiIiIiMidFK20JSLyNWJh/SttodGgvLujXYvh3GkgO9uDI2tGRBH6bEdoWxGVeNleqvUWFQVRcPxZU51pQqFtqaM9gk1n8MjF7OqiS5Irbc0nmlBlshfpch2VthWR8YDKMbecw25bJiuUiYiIiIjIMxjaEhE5K25ApS0AdX+5RYJtE1sk1Et+PrTljvNsSXJPP1sAgEYDU2hrx2J+0wlt1aWOc2H1816VLQCoEuTw0ZLB8LGGixehLXN8iGNrkyCt1iXL582czvNGRERERESewdCWiMiJUNyASlsAfkPl0LZsHUPbeklz6mfb3o2hLQBrpKNFgr4gD7Ba3bpvT1GVOUJbu9F7/WwBAHFy+CieZKVtDZmZ0qKYmCgtC07tEawMu4mIiIiIyEMY2hIROanqL2pXqQE/v8tvn9oH9sqv5AvbGNrWh/WIHNrqu7g3tLVHO0JbQbQDublu3benaMqrQlvvVtoiOhpiZQ9m1SmGj9WJmfJFyDTJcqWta9jN80ZERERERJ7B0JaIyImq1FFpazUG1e+iYkFBKE/uBgAwph8Aioou8wAyHZBDW21n94a2Qqx8MTI0hYuRWSxQW0wAALu/l0NbrRamMMfFtbR5rLStzpwmh7b6FKfQNiICNo2jD7P6NENbIiIiIiLyDIa2REROVJX9RW0NqHq093W0SFCJdojbd3hkXM2J7Yjn2iNoEuWLazWJr/yXlEiLYoCX2yMAsLZ2nC/dxTzAbPb68X2Z+bgc2qqTE+U7VCqYIyrPWx5DWyIiIiIi8gyGtkRETjSVFx6y+1/+ImRVjEP6Ssvl7Gt7WaoTjtDWrtYATr1C3UHfVq60tWQ2gUpb5wvfBXi50haAPdbxVX9BFIEzZ7x+fF8mnsiUbyQkuNxnjXacN23pRZfgnYiIiIiIyF0Y2hIRVbFaoTGVAQDsDQjQ1P3li5HZNjG0vSRRhOHUcQBARXQSoNG4dfeqODm0NTeF0NY58AvyfmiripMrk8H+rC5UJx2VtqJKBbRp43KfGMvzRkREREREnsXQloioivNX1QPrX2mLhARUhMcAAPz+3AFYre4eWfORkwNNRSkAwJrk3tYIAFzCNfvJJhDaOlXaCgqEtpq28kW17NlNoJ2EF2lzHKGtKbwNoNW63KdOkM8bQ1siIiIiIvIEhrZERFWcLyLWkK+qCwLMvR3VtpqKUuDPP908sGYkTe5nq3JzP1sALqGt0BQuROYU2qoCvd/TVpckV4ya0xk+SkpLoS86BwCwxCbWuFuXLIe21kyeNyIiIiIicj+GtkREVZz7iwY3oNIWgGGw3CLBvJ4tEupiPSyHtrouHghtAwNh8XME7uq8JhDaOlV3q4IVaI/gVDFqyWD4KMmSL0ImxiXUuFuTJJ8383GeNyIiIiIicj+GtkREVZwqbVUNDG11g+TQtuK3bW4bUnNT8ZeHQ1sA5ghHta3u7GlAFD1yDHexF8ofFKhDvB/awqk3q8j2CDKn0FadXDO0FeJZaUtERERERJ7F0JaIqMqV9Be96ipY9UYAgG4XK23rYj8ih7ZI8Uxoa4t2BJEaUxlw8aJHjuEu1gJ5zmlCvN8eATExEAXHPwVUZxg+VrGkZUrL+vaJNTeIY09bIiIiIiLyLIa2RESVxEK50lYd2rBKW2i1KO92HQDAcPYkg5w6qE84QlubRgfEx3vmIDFyX1v4eF9bm1OlrRLtEaDRwBQeDQDQ5rHStoopTa601dRSaYuwMFh1fgAANcNuIiIiIiLyAIa2RESVbBedQttGfFVd3V9ukWDfzGrbGux2GE4fBwBUxLQF1GqPHEYd33RCW3uh3NMWgQqEtgCsrR2VyfqCPMBkUmQMvsZ+Qg5tkVBLaCsIMLd2VNvq80/6fBsOIiIiIiJqehjaEhFVsjl/VT2sgZW2APyGyqFt2VqGtjWcPg21uQIAYGvrmdYIAKBNlENba7aPh7ZFThe/Uyi0tbdx+qr/mTOKjMHXCCedQts6KsJt0Y7zpqko9fk2HERERERE1PQwtCUiquRcadvgnrYAhL6pEAXBcWMbQ9sa0uR+tqr23gltzRm+HdqKzqFtgAI9bQGo4uWLkbGth4P2dCYAwBQaBRgMtW4jsq8tERERERF5EENbIqJK9otOAVpQwyttERyMsrZdAQDGtP0uFzYjwHLomLSs7+a50FaIlUNbW5Zvh7YoVr49gratHD7as9nXFiYTDBdyAACWmFpaI1TSJDK0JSIiIiIiz2FoS0RUyflCZI0KbQHYUx0tElSiHeKO390xrGbDdECutNV28lxoi1i5clQ85eMhZLHy7RF0beXzZUpn+OgcwNrj6w5tdclyaGvJ4HkjIiIiIiL3YmhLRFRJdEN/UaNTX9vyX9kiwZn9mBzaIsWDoW1kJOxqDQBAlePblbZCifLtEYR4OXy0MnwEMjOlRVXbxDo30yTJ5818nOeNiIiIiIjci6EtEVGVoiuvtFX3l0Nb60aGts7UJxyhrU1ncKmGdTuVCqawaACANt/HQ9tSR2hr0+gAnU6ZQThXJp/08cpkL7Cmyxch06fUXWkLp562tiyGtkRERERE5F4MbYmIKgnFTqFtY7+qnpgoBYZ++3cANpsbRtYM2GwwnDkBAKhokwyoPPvnx9ra0ddWX3gWMJk8eqwroSpz9LS1GZVpjQAAiI6GWPl6qE4zfDQdk0Nbbbv6hbbw9TYcRERERETU5DC0JSKqVFX1aNdoAb2+kTsRYOrtqLbVlhcDBw64a3hNW3Y21FYzAMCW5MHWCJXEaPliZMjJ8fjxGktdVllp66dMawQAgEYjVybnMXy0pWfKNxIT694wKAgWo6MiX5PDsJuIiIiIiNyLoS0RUSVViaPS1uoXCAhCo/ejHyy3SDCvZ4sEAECa3M9W1dHzoa0Q5xTanvbdFglVoa1dyUpbAJYoR9Wo/mK+T1cme4OQLVfaIuESlbYAzK0rz9vZU4AoenJYRERERETUwjC0JSKqJFU9+jeun20V/SA5tK34jaEtAJgPyqGtoavnQ1tNghzaiqd8NLS12aAxlwMA7AHKhrZiG6ev+vtwyO0NmjOO0NYcGHbZi8PZYhznTW2uAM6d8/jYiIiIiIio5WBoS0RUSVPmqLS1X2Foix49YNUbAQDanQxtAcDkFNpqOnk+tNW3lS+uZT7ho1/5LymRFkWFQ1tVvNOF4U624K/6W62OqlkA5pjEy2/v3Ne2JZ83IiIiIiJyO4a2REQAYLE4quUA2P2vMEDTalHe9VoAgF9+Ni9SBEA8Joe2aN/e48dTObVHsGT6aOVocbG87K9gT1sA2rZy+GjPbsHz9fRpqOyOiwfa4y7dGgEANEnyeROzGdoSEREREZH7MLQlIgJcAjQx8AorbQGo+vWVlu2bWW2ryXCEtlaDPxAd7fkDtpFDW7uvtkdwDm0Dla201TlXJqe34PAxS+5nq0q8fGirT5ZDW8uJFnzeiIiIiIjI7RjaEhEBQFGRvOyGAM04VO5rW7a2hYe2VisMORkAgIrYdld0kbd6cwptBV/t0erUHkEIVja0FeKdwseMlltpazshh7balMTLbq9OlM+bmaEtERERERG5EUNbIiLApepRCL7ySluhb6p8Y1sLD20zM6GyWQEA9rae72cLAPDzgzkgFACgyffR0NZpzqkClW2PgFi50rYlf83fdCxTWtalXL7S1vm82bNa7nkjIiIiIiL3Y2hLRAS4VNoKQW6oegwNRWlSFwCAMW2/S1VlS+Pcz1bd0UuhLQBLhKPaVnfuDCCKXjtuvTmHtgpX2iI6GnaV2jGWMy03fLSmy5W2Qj3aIzhfiEzghciIiIiIiMiNGNoSEQGuAVrIlVfaAoC9j6NFgspug/j7TrfssykyH5RDW30374W2tmhHaKu2mIDz57123PqyF8lBvjpE4dBWrYY5zNFrWJvXctsjOPe0RUI9QlujEebAMACAJpehLRERERERuQ9DWyIiAGKhXGmrCnVPaOvn1Ne24teW2yLBfEgObTVerLR1/uo6TvleEGm7KH9QoHhoC8AS7aga1ReeBSoqFB6NMjSnMgEAFr9AIDS0Xo8xt648b+dOAzabp4ZGREREREQtDENbIiK4BmgaNwVomgFyaGvZ2HJDW+f2CEjxXmiriZcvRgYfvBiZS2gbrHBPWwBiG/mr/r54vjzOboc+LxsAYI5KqPcF8+wxjvOmslmBvDyPDY+IiIiIiFoWhrZERABsBXKlrdpNlbZo2xam0NYAAL9921tsFZ42wxHaWvwCgchI7x03UQ5trVm+F0LaCp36HAcqX2mrineqTG6J/Vnz8qC2mgEAtrh6tEaoJMQ7hd0t8bwREREREZFHMLQlIoJraOuWC5EBgCDA1MtRbastKwIOHnTPfpsSsxmG3EwAgCk+pd7Vi+7gHNqaM3wvtBWL5EpbXwhttW3l8NGe7XvtJDwuM1NaFJIS6/0wTZJ83sRshrZEREREROQeDG2JiADYC50CtCA3VdoC0A9yapGwoQW2SMjIgCDaAQD2ZC/2swWANnJoa8v28dA2QPn2CLq2cqWt6XjLCx/tGfJFyLTJ9a+01beTQ1tzess7b0RERERE5BkMbYmIANidLkTmzqpH/WA5tC1vgRcjc+5nq/bmRcgAl9BW9MEerb5Waev8NX9rZsurtDWlyaGtvn39Q1tVgnzeLCcY2hIRERERkXswtCUiAoAiz1Ta4uqrYdMZAADanS0vtDUflENbQ1cvh7atWsGm0QEA1Dm+F9qixLd62iJWrrQVW2BvVutxObRtSHsExDm1lchqeeeNiIiIiIg8g6EtEREAFDtV2roztNXpUNb1WgCAX24mcOaM+/bdBDiHtl6vtBUEmFs5qm21+T5YOVriW5W2iIqCXaUGAKjO+OD58jAxI1O+kVD/Slvnim7VaYa2RERERETkHgxtiYgACMWeC9BUN8gtEmybW1a1rZgmh7ZI8XJoC8Da2hGo6UoKgPJyrx//UlSljjlnV2sAnU7h0QBQq2EOjwEA6HJbXvioPu2otLXpDEBkZP0fqNfDFNoaAKBpgeeNiIiIiIg8g6EtEREAocRRaWvT6t0eoBmHOfW1XduyQlttpiO0tfiHAOHhXj++GCNXQcLH+tqqyhztEax+gYAgKDwaB0u046v+uqJzPhdye5QoQp/rCG1NreMb/HpYWjvOm/5CDmCxuH14RERERETU8jC0JSICoK4Kbf3c/zV1oW+qfGNbCwptKypgyM8GAJjiUxQJJlVxPhzaVlba2ow+0Bqhkhgj97X1tfPlUefPQ1NRCgCwxiY2+OH2WEdoK4hii2uBQkREREREnsHQlogIgLqsMkDzd2M/2yphYShN7AwAMB7dC5SWuv8YvujECUeIBcCe7P3WCACgSZRDW/tJ3wohNeWV7RGMAQqPRKZKkC+qhZZ0MbIsp4uQNaSfbdVj4lvoeSMiIiIiIo9haEtEBEBdVllp6++Zqkd7H0eLBJXdBvH3nR45hq8Rj8n9bDWdlAltdU6hrTnDh0Jbu12q7LR7aM41hratHD7as1vOxcjETDm01SQ3PLTVJrXM80ZERERERJ7D0JaIyGSC2moGAIgBHqi0BeA3RG6RYP59r0eO4WtMf8mhraGbMqGtc3sES5YPhbZO1dZigO+Etrq2cnsE0/GWUzFqOpYpLes7JDb48bpkObQ1p7ec80ZERERERJ7D0JaIqLhYWhQDPRPaarp0lJbNh9IusWXzYXF6nqoOyoS2iJVDSPGkD1VAOs05+FBo6/w1f2umD50vD7MclyttVUkNr7R1bithOcHQloiIiIiIrhxDWyIi5wAt0EMBWoocWoppxz1zDB8jpjmF0ykKhbYxMdKicMaHKm1dQlvf6WnrEnJnt5zwUcyQQ1s0oqct4uTQtiWdNyIiIiIi8hyGtkRERUXSohDsmUpbhIfD4h8CANBmtoxKW13l8zQHhQOhoQoNQgdTcAQAQJvnQ6FtSYm0KAT5TqUtWreGXa0BAKhyWk6lrepkJgA4nrtT0F9v0dEQBcc/qVSnGdoSEREREdGVY2hLROQc2noqQBMEmOLaAQAM+dlARYVnjuMryspgOOcI/UzxClXZVrJEOvra6i7kAHa7omOROFXaCsE+FNqq1TCFO0JLXV7LCR/1OY5KW1NkHKBWN3wHGo103rQt6LwREREREZHnMLQlInIK0FQhHqq0BWBPdoSXgigCGRkeO45PSE+XFsV2yoa29ihHaKuyWYH8fEXHInGac+ogH2qPAMAa7fiqv67oPFBWpvBovKCoCNrSiwAAa0wjWiNUslSeN/3FfMBkcsfIiIiIiIioBVM0tJ03bx569+6NwMBAREZG4qabbsLRo0ddthk4cCAEQXD5eeihh1y2yc7OxpgxY2A0GhEZGYmnn34aVqvVm0+FiJowsVCutFWHeK7qUdPJqa/tsWbeIsEplNZ0aKfgQAAhto1847RvtEgQi5w+KPClSlsAYhu5r62vnC+PypL72YqN6Wdb9Vjn83aq5bSWICIiIiIiz1A0tN24cSOmTZuGHTt2YO3atbBYLBg+fDhKS0tdtnvggQeQk5Mj/bz++uvSfTabDWPGjIHZbMa2bdvw5ZdfYuHChXjhhRe8/XSIqImyXXSqegzzXKWtoascXpoONu/Q1pp/XlrWtolUcCSAOl4ObcVTvhFCWi/KPW3Vob4V2qri5Ytq4WTz/6q/mJEpLWuSExu9n5Z23oiIiIiIyLM0Sh581apVLrcXLlyIyMhI7NmzB/3795fWG41GREVF1bqPNWvW4NChQ1i3bh1at26NHj16YM6cOZg5cyZefPFF6HQ6jz4HImr6rAVF0puh2oPtEVQd5Epby6HjMHjsSMqz5p6XzqmmdbiiY9ElyxWQ1sxT0Co4liq2wmJpHL7WHkHbVg4f7dnNv2LUcjwLVf9S0LdvfKWtNtnpvGWdZP8pIiIiIiK6IoqGttUVFhYCAMLCwlzWL168GF999RWioqIwbtw4PP/88zAajQCA7du3o1u3bmjdurW0/YgRI/Dwww/j4MGDuPrqq2scx2QyweTUb66o8iJEFosFFovF7c+LmraqOcG50XxZzl+UAlSb0Q+ip17rxEQpqLMfO1avOdVU5585N18+pyHBnjun9SDEyH8fKtKzAR84l16bc42gSpA/JC07mglVE52D9VVxNEMKbcX4No1+nqqEaGm5/FgmdM30fHlbU30PpOaB84+UxPlHSuL8I6U19zlY3+flM6Gt3W7H448/juuvvx5du3aV1t91111ISEhATEwM/vzzT8ycORNHjx7FsmXLAAC5ubkugS0A6XZubm6tx5o3bx5mz55dY/2aNWukMJiourVr1yo9BPKQ5AMHUfWus+3gQRTYbJ45kChiuCEQfhXFEI8dxIoVK+r90KY2/9rv/wtVNcubDx5EUXm5YmMJzMrC4MrlM7v+wJEGnHdPST54WJpz2//6CxfsdkXH4ywkOxsDKpezt+9EWuXca2pzsL667NwtzdX1GRkoa+RcdT5vWVt/R5oPzLPmpLnOP2oaOP9ISZx/pCTOP1Jac52DZfW84LMgiqLo4bHUy8MPP4yVK1diy5YtiI2NrXO73377DUOGDMHx48eRnJyMqVOnIisrC6tXr5a2KSsrg7+/P1asWIFRo0bV2EdtlbZxcXE4d+4cgoI899VoaposFgvWrl2LYcOGQav1hS9Wk7uV3vUgQpYuAABY9uwBunXz2LEqruqLwMO7IQoCrIWFgOHSTRKa6vwrHX07QtZ9DwCwpKcDcXGXeYQHFRRAW/lhXuG1Q2DcslK5sVQqvfsRhHz7OQDAsmsXcNVVCo/ISU4OtJUX5Cq8YTS0q5c0yTlYXxXd+yLwSOXvZHEx0Ni2StXOm/G3H9w3yBasqb4HUvPA+UdK4vwjJXH+kdKa+xwsKipCq1atUFhYeMkc0icqbR999FEsX74cmzZtumRgCwDXXXcdAEihbVRUFHbu3OmyTV5eHgDU2QdXr9dDr9fXWK/VapvlZCD34PxovlQl8sUPteHhgAdf5/Lk9sDh3RBEEdqTJ4HOnev1uKY2/1QFBdKyNirKo+f0siIiYNX5QWMuhybvjE+cR5c5Fxqq7PmpLjYWdrUGKpsV6tzT0vlqanOwvuy52QAAU3gMDP7+jd9RbCzsGi1UVgs0Oaea5blSUnOdf9Q0cP6Rkjj/SEmcf6S05joH6/ucFL1OhiiKePTRR/H999/jt99+Q1JS0mUfs2/fPgBAdLSjd1xqaioOHDiA/Px8aZu1a9ciKCgInesZhhBRC1dcJC8HBnr0UJqO7aRl8ViaR4+lJHXBeQCATWcAlG47IwgwR7QBAOjOnlZ2LFVKSuRlD8+5BlOpYGpVeb7yTio8GA8rK4P+ouPfD5aYxCvbl9N50zb380ZERERERB6naGg7bdo0fPXVV/jvf/+LwMBA5ObmIjc3F+WV/eTS09MxZ84c7NmzB5mZmfjpp58wadIk9O/fH927dwcADB8+HJ07d8bdd9+N/fv3Y/Xq1Xjuuecwbdq0WqtpiYiqE4qL5RseDtAM3VKkZdPBZhzaFjpCW0tg2GW29A5rlONbHNqyIsD59VZKiffmXGNYoxztLHTFF4B69ltqkrKzpUUxPuGKd2eNrjxvJQVAaelltiYiIiIiIqqboqHt/PnzUVhYiIEDByI6Olr6+fbbbwEAOp0O69atw/Dhw9GxY0fMmDEDEyZMwM8//yztQ61WY/ny5VCr1UhNTcXf//53TJo0CS+99JJST4uImhhViaPS1qYzePxr6qoOcmhrOXTco8dSkrb4AgDAFhyu8EgqxbSRl08rX22rqgxtRZXqsn2NlSC2cWpVdOqUcgPxtKwsaVHd9spDW7GNU+/mk6y2JSIiIiKixlO0p+3lroEWFxeHjRs3XnY/CQkJDboKOxGRM1WZI0CzGoOg9vTB2jm1R0hrppW2ZWVQmysAAPZQ3whtVfHVQtuOHZUbDJzmnF8gtIKg6Fhqo0qUw0ehGYe2luNZqPqYRtc+8Yr3p06sFtoqPM+IiIiIiKjpUrTSlojIF6hLKytt/eu+aqPbhIfDHBAKANBlNtPQ9vx5aVEM843QVpsgh7b2kz5QaVvm6Glr8/O91ggAoEuSK23t2c03tDUfy5SWte2uvNJW21YOba2ZrLQlIiIiIqLGY2hLRC2bKEJT5ght7f7eCdDM8Y4WCYazJ4HKHt7NilNoi3Df6GmrS5JDW9MJ5UNbdWWlrc1Lc66hnMNHc3rzDW1tJ+T2CEhwb2hrPs7QloiIiIiIGo+hLRG1bCYTVDYrAEAM8EKlLQB7stzXFidOeOWYXuUU2qojfKPSVoiVQ1trtsKhrShCU+GotBWNAcqOpQ5CvBw+2rKUD7k9Rch2Cm3j4698f87njZW2RERERER0BRjaElHLVlQkLYoB3ql61HR06mt7rPm1SBDPX5CW1ZG+EdqijRzaikq3Rygrg1DZ093upTnXYLFOFyI72XwrbbVnMgEAppBIwGi88h3GyaGtyAuRERERERHRFWBoS0QtW3GxvBzknUpbQze50tZ06LhXjulN1jy50lYT5SOhbVQURMHxJ091RuEQ0nnO+WpoGxkJu8ZxiS51TjMNbc1m6M+fAQBYoq+8NQIAIDwcNp0BAKA+w9CWiIiIiIgaj6EtEbVsTpW2QpB3AjRVBzm0tRxsfpW2LqFthG/0tIVWC1NoawCAJl/hSluX0NY32yNApYKplaM6WZffTEPbU6fkiuc4N4W2ggBTpKPattmeNyIiIiIi8gqGtkTUsjkFaEKwdypt0U5uj4C05hfa2vKdL0TmI5W2AKyRjhBSX5AHWK3KDcR5znnpg4LGsEZVho8lBVBXVCg8Gg/IzJQWVW0T3bZba7TjvGnLi4HCQrftl4iIiIiIWhaGtkTUsjlV2qpCvBTahoXBHOioQNVmNb/Q1n5O7mnrS6GtPdoR2gqiHcjNVW4gJSXSoi+HtqJTX1s/p4vLNRfWE/JFyHQpbqq0BYBYua8t2NeWiIiIiIgaiaEtEbVoYqEc2qpDvBegmeIdLRIMZ08B5eVeO65XnPfNSlshVr4YGU4r2CLBqdJW5cU511CqBDl8NJw7p+BIPMN8TA5tte3cF9qqkxjaEhERERHRlWNoS0QtmrVADtA0YV6qtAUgJju1SEhP99pxvUEocAptQ0OVG0g1mgQ5tBVPKRfaikXynFMH+WhPWwC6JLnSVp/fDCtt0zOlZSEp0W371bWVQ1vLCYa2RERERETUOAxtiahFsxU4tUcI9l7Vo6ajfDEy8VjzapGgvugI+CzGIECrVXg0Ml2SHNpaMpULbW2FcnsEb1Z3N5TWKXzU5l64xJZNk5AlV9oiwX2Vts7nzczQloiIiIiIGomhLRG1aLaLClyIDIChmxzamg4e99pxvUFd6Aj4rEG+0xoBANQJcuWoOeOUYuNwru725dBWiJPPly6/+YW2mtOO0NbiHwIEufF3P04ObW2ZDG2JiIiIiKhxGNoSUYtmd+ppi0DvBWiq9nJ7BMuhZlRpa7dDV+II+GwhvhXaoo1caWs/qVylrb3Q6YOCQN9tj+AcPvo1t562Nhv0Zx2BqinajRchAwCnC7ixpy0RERERETUWQ1siatFEpwDNrdV2l5MiV9oirRmFtoWFEOx2AIA9NEzhwVTjFNoKCl6IzF4kt0fw5gcFDRYRAZtGBwAwFjSz0PbMGahsVgCAPS7RvfsODobVzxHGa3IY2hIRERERUeMwtCWilq3IqdLWm6FtaCjMle0DtFnNqD3CeacLVoX5WKVtYCAsfo6QVJ2nZGjr9EGBL4e2KhXMEY6gO/DiWYUH42ZO/WyFJDdX2goCTJGOKmV9/klAFN27fyIiIiIiahEY2hJRy1aiXIBmindU2xrOnQLKyrx6bI+5IPc+FSJ8LLQFpBBSd/a0cmGac2gb4MPtEQBYoxzho19FMVBScpmtmw57hhza6tq5ObQFYItxnDe1ucL1gwwiIiIiIqJ6YmhLRC2aUKxMT1sAENvKfW2Rnu7VY3uMU0Cl9sHQ1hblCG01pjKgsFCZQRQ3kUpbAGIbp/6sp5S7eJu7mY5mSsu69olu37/g1A+YfW2JiIiIiKgxGhXa/uc//0FGRoa7x0JE5HWqEkdoa9UbAbXaq8fWdJL72oppzaNFgv2sc2jrYz1tAZe+tlCqr21pE+lpC0CVKIePSvYBdjdLulN7hET3V9qqnc6bmM3QloiIiIiIGq5Roe28efPQrl07xMfH4+6778bnn3+O48ebR+BARC2LqtRR9WgzerGfbSVDNzm0Nf3VPC5GZsmVQ1ttlO9V2qrila8cVVW25BAFATAaFRlDfemS5PNlz2o+lbbOPW2R4P7QVtdODm0tJxjaEhERERFRwzUqtE1LS0N2djbmzZsHo9GIN998Ex06dEBsbCz+/ve/u3uMREQeoyl1VNra/L1f8ahqL7dHsBxqHqGtNV/uaavywfYIukS50taarUzlqFD5QYHVEAAIgiJjqC9tWzl8NKc3n/BRcyoTAGA1+APh7p+nmkSGtkREREREdGUa3dO2TZs2mDhxIt5++228++67uPvuu5GXl4dvvvnGneMjIvIcUYS63BGg2f29X2mLFLnSFs3k2wrO7RE8EYZdKa1TaGvOUCa0VZc52iPYjL7dGgEAhDi50taW1UzaI4gi9HnZAABTVIJngnOnnra2TIa2RERERETUcJrGPGjNmjXYsGEDNmzYgL1796JTp04YMGAAli5div79+7t7jEREnlFeDpXdBgCwByoQ2oaEwBzUCrqic9BmNY9KW/GcU2gb5ns9bYVYObRVKoSUPihoAqEtXC6o1UzaI+TnQ22uAADYYt3fGgGAy3kTTjO0JSIiIiKihmtUaDty5EhERERgxowZWLFiBUJCQtw8LCIiLygulpcDlAnQTPHtoPvrHAznTgNlZT7f4/SyLvh2pa3zhcjEUwqEtqIIjRTaBnj/+A0VEQGbRge11Qx1bjMJbbOcL0KW6Jlj+PvDHBAKXUkBNDkMbYmIiIiIqOEa1R7hrbfewvXXX4/XX38dXbp0wV133YVPP/0Ux44dc/f4iIg8p6hIXg5SoNIWgNiuebVIUBU4etraVWogOFjh0dQiMtIxNgCqXAVC2/JyCHY7AEBU6IOCBhEEmCIcLRL0ec0jtLWfyJSWNe08VGkLwNLaUW2rP3caqHzNiYiIiIiI6qtRoe3jjz+OZcuW4dy5c1i1ahX69u2LVatWoWvXroiNjb38DoiIfIFTaCsEKROgaTrJoa2Y1vRDW3Who9LWEhjmmxfZUqthDosGAGjzFQhtS0qkxSYR2gKwRjn+rmvLCl2r05soc5pcaatP8Vxoa2vjCG1VVguQl+ex4xARERERUfPU6AuRiaKIP/74A2vXrsXq1auxfv162O12REREuHN8RESe4xRACSHKVNoaurSTliv+avp9bTWVoa0tyPf62VaxVIaQ+ov5gMnk3YM7h56BTSO0tTu1lMCppl9tazkuh7aqJM+FtoJLP2C2SCAiIiIiooZpVGg7btw4hIeH49prr8XixYvRvn17fPnllzh37hz27t3r7jESEXmGU6WtOliZAE3VQa60tR5q4qGt2QxtZb9WW6gP9rOtJEY7hZA5Od49uPMHBYFNoKctAFWC0zdomkFoK2Zmyjc81dMWgCZJDm3FbIa2RERERETUMI26EFnHjh3x4IMPol+/fgj2xZ6FRET1YC8slj65UocqU2mLlGbU07agQFoUfTi0FeKcQtvTpz0a3NXg1B5BqZYcDaVNkkNba+bJxv3DwYeoTzoqbW0aHdStW3vsOPp2cmhrPnESeo8diYiIiIiImqNG/b/XG2+84e5xEBF5na2gSPnQNjgYpuAI6AvPQpvVxCttz5+Xl1v5bmirSZBDW/HUaXi1865Tpa1KoeruhtIkyqGtOf1U0w5tRRG6XEdoa2odD6Oq0V2iLkuVIIe2lhOnGNoSEREREVGDNPr/VjZu3Ihx48ahXbt2aNeuHW688UZs3rzZnWMjIvIo60U5QFOHKBegmeMdfW0N588ApaWKjeOKOYW2qnDf7WmrT5JDW3OGdy9GJhY5h7ZNoz0C4uTQ1pbZxL/mX1AgtfCwxiZ69lhOPW3tWU38vBERERERkdc1KrT96quvMHToUBiNRkyfPh3Tp0+Hn58fhgwZgv/+97/uHiMRkUfYC+SetghSqNIWgNjOqUVCerpi47hiTqGtOtJ3K21VTu0RLJneDW1thU4fFDSRSlvEyqGt2NQvqJUlX4QMCZ67CBkAl/MmnG7i542IiIiIiLyuUd9ynDt3Ll5//XU88cQT0rrp06fjrbfewpw5c3DXXXe5bYBERJ5iv+gU2gYqF6BpOsqhrXgsDUL37oqN5UpYz16Q/qhoWvtuaIs2cmhrP+nl0PZiiXyOQptIaNuqFSxqHbQ2M9Q5TftCZGJmltQOQ5Ps4dBWr4cpJBL6i/nQ5jC0JSIiIiKihmlUpe2JEycwbty4GutvvPFGZGRkXPGgiIi8QXTqL6pkpa2haztp2fRX0+1ra8mVK22bSmgrnPZuCGlzasnRVC5EBkFAcXAEAECX17TDR3NaprRs6JDo8eNZWjtaJOgvnAGsVo8fj4iIiIiImo9GhbZxcXH49ddfa6xft24d4px6uBER+bRC36i0VXWQK20th48rNo4rZcuXQ1vBhy9EBqMR5oBQAIAm37uVtnannrYIaCI9bQGUhDpCW21ZEVBUdJmtfZclTW6PoErycKUtAHsbx7+JBLsdyMnx+PGIiIiIiKj5aFR7hBkzZmD69OnYt28f+vbtCwDYunUrFi5ciHfffdetAyQi8pgS36i0RTu50hZpTbfSVjwrh7YI890LkQGAJaINdCUF0J07A4giIAiXf5AbiEUl8g0FPyhoqPLwcKCq3fKpU0Dnzv+fvfsOk6K+/wD+npntu1eBa9zBHb2qiAjYFUTFrtHYY4kaozGJibH3Fks0vxgTjb13k9gjNlAECyoKKlLuuDuuAceV7bsz8/tjjp05uc7uzpb363l4ntm93ZnPLsNx997PfL6m1jNUSnUSZ9oCEEbpc21RV9dtcTIiIiIiIqK+DCm0veCCC1BSUoK//OUveOGFFwAAkydPxvPPP4+jjz46rgUSESWK0GnoGDSz6zEvD6G8EbC3b4Z1YxqHtltb9RvDUrjTFoBcOhKoXgUpEtIWUBs+PCnHVY2dtmkU2oaKDO9PGoe2Yr0W2iqiBNEwJiNRrFV6SKtsrIO4V8IPSUREREREGWJIoS0AHHvssTj22GPjWQsRUVKJPi1Aizo9sIhDmhYTN+HR42H/ZjMcrY2A15tWl85vJ7QaOm1TPLQ1zrXFpk1JC23RmZ7jEaLFBfp2Td3Qf3gwma2hBgAQGlEOpyXxr8I2Vg9twxvq4Ej4EYmIiIiIKFOYm1IQEZlI8mqdtlGXiaMRuqhj9bm2WL++9wemMHGbFtpGbU7A6TS5mr5JFT8JbZPFl57jEcLF+riL8PrkLt4WN14vbJ1aN3i0LPGjEQBAHK2HtpEN6b2IGxERERERJdeA20wKCgogDHDmX2tra/8PIiIymeTXQlvFZX54Zp08Dvi3tq3+uBbCrruaW9AQSO1doW1uYcp3YtrG6LNGoxs3Ja1ewThH2e1O0lF3XtDQiSzXpGn4uFGfZ6smYZ4tgG4zbNXaNH3fiIiIiIjIFAP+PfWvf/1rAssgIkoyVYUloAVoisf8Tlv7NL3TNrRqLRwnmFjMUKgqrF1djHJeio9GAGCt1DttwxvqkxbaxkZyOMwfyTEYAUNoq9anaadtTU1sUxpTmZxjlpVBFQQIqgqxnqEtEREREREN3IB/T125ciVuuukmuN1uLFmyBHvttRcsSZgHR0SUED4fBFUFACge8zttxYl6aBv+fl36zb70+7VFvQDIBakf2hpn2sq1yRuPsD20lZ2elO9GNgrn5EC2OSCFg5Aa0jN8jKzbCGvXtn1CkjptrVaECkvh2NoAa3N6vm9ERERERGSOAbf53HvvvfB6tVl8Bx54IEcgEFF6My4IlWN+py3GjYttCuvWmljIEG01LEJWmF6hrZrEmbZSQPt/VHab/0HBoAgCQsO1kRK2NA0fQ2v18QiWsUkKbQFES7QRCfZtzUAolLTjEhERERFRehtwo09lZSX+9re/YcGCBVBVFcuWLUNBQUGPj91vv/3iViARUUJ0dOjbeSkQ2ubmIpRfBHtbC2wb0zu0FYYV9vHAFDF8OGSLDVI0DKkxSaGtcSRHuoW2ACKl5UDDOlgDndq/n9wU+HczCMr6Gv1GZWXyjjuyAlj9qXZj0yZgzJikHZuIiIiIiNLXgEPbO++8E7/61a9w2223QRAEHHvssT0+ThAEyLIctwKJiBLC0Gkr5KRGgBYeNR72thbYW5sArxfweMwuaeAMoa04Ig06bQUB4eFlcDbVwLo5SaFtKARRjgIAVFca/d12UUeOBFZ03airA6ZONbWewRLr9E5b4wJhCT/uaMOx6uoY2hIRERER0YAMeDzCMcccg6amJnR0dEBVVaxZswbbtm3b4Q/HJhBRWjB02or5qdExqI7X59pi3TrzChkCdav+vV8qToPQFkC0SBuRYOtsBQKBxB+wa8QQAKgpMEd5sKTR5fqNNFyMzNqghbbBwlLAbk/eccfooa2yMT1HSxARERERUfINeh0Uj8eDDz74AFVVVVyIjIjSlzG0zUuNAM06SZ9rq6xZC3G33cwrZpCizVtjizxZ0yS0VUeWA9903WhoAMaOTewBu81RTo1zbjCsVXpoG62pS6uF1BAMwr6tCQAQKRud1IX+bGP10Da0rg7OJB6biIiIiIjS15B+59p///0BAC0tLWhpaYGiKN2+vssuu+x8ZURECaS0d8YuNZAKUqPT1j5N77QNrV6XVuFOpEkPbaURaTDTFoBQoS9Ghvr6pIa2Qk76jUeQKvXQNry+Pr1C29ra2KY6qjKphxZG6aFttJqdtkRERERENDBD+p3ryy+/xBlnnIHvv/8eqqp2+xpn2hJROoi2dsDWtW0pSI2uR3GiHtpGv0+vxciUzfpMWwxLj05ba6Ue2ip1mwY+L2iojKFtbmqcc4NSrr9f0Zo0Cx836vNsxTGjk3tsw/xctTbN3jciIiIiIjLNkELbs846CxMmTMDDDz+M4uJiCIIQ77qIiBJKbtMDtFSZaYtx+ngErEuz0HaLYZ55moS2NkNoG67elPhL5g0zbVNlJMegGBfvSrOZttH1G2M/8NjHJzm0LS6GIlkgylGIDQxtiYiIiIhoYIYU2m7YsAEvv/wyxhkDBiKiNKK06TNtkZsioW1ODkIFxbBva4ZtY3qFttiafp22omE8QnTjpoQfT+3oxPaPONMytC0shGxzQAoHIaVZ+Bj6sSb2A491fGVyDy5JCA0fCWfzRtia0+t9IyIiIiIi8wzpatB58+Zh5cqVO33w2267DbNmzUJOTg6KiopwzDHHYM2aNd0eEwwGceGFF2LYsGHweDw4/vjj0dzc3O0xtbW1OPzww+FyuVBUVIRLL70U0Wh0p+sjosyltKfmolDhUdqIBPu25u4LV6U4YZshtC0oMK+QwRjZfTxCohnPOSkv/WbaQhAQKtK6be0tdcBPxiOlMnm9Ph4Bo5PcaQsgWqK9b7bOVsDvT/rxiYiIiIgo/Qyp0/ahhx7CL37xC6xatQrTpk2D1Wrt9vWjjjpqQPtZvHgxLrzwQsyaNQvRaBRXXnklFixYgO+++w5utxsA8Pvf/x5vvPEGXnzxReTl5eGiiy7Ccccdh6VLlwIAZFnG4YcfjpKSEnzyySdobGzEGWecAavViltvvXUoL4+IsoDakYKdtgDUceOAlR9rN9atA6ZNM7egAZLatNA24s6D1ZImS1SVlcU2hcbEh7bRNi+krm0pP3U+KBgMuaQcqF8LS8ALdHQAeXlmlzQgQq25oa1aXgFs/6y7vh6YMCHpNRARERERUXoZ0m/Wy5Ytw9KlS/HWW2/t8LXBLET29ttvd7v92GOPoaioCCtWrMB+++2H9vZ2PPzww3jmmWdw0EEHAQAeffRRTJ48GcuXL8ecOXPwzjvv4LvvvsO7776L4uJi7Lbbbrjppptw2WWX4frrr4fNZuvp0ESU7doNoW0KddpaJ+uLkSlr1qZNaGvp0GbaRnOHwdrPY1OG3Y5Q3gjY2zfD2pT4Ga3GTtu0HI8AQK2oAL7oulFXlzahrXVTDQAgnDsctq4PhZNJrDTMA66rY2hLRERERET9GlJo+5vf/AannXYarrnmGhQXF8etmPb2dgBAYWEhAGDFihWIRCKYP39+7DGTJk3CqFGjsGzZMsyZMwfLli3D9OnTu9VxyCGH4IILLsDq1asxY8aMHY4TCoUQCoVitzu6Ou4ikQgikUjcXg9lhu3nBM+NzKJ26qFtxOkEUuTv1zK5KrYd+HYNhKPS4PxTFFg6twEAonmFqV3rT4RHlMHevhm21kZEQiFAHNLUoAGJbGuDs2s76nBATZP3qdv3wAq9OzlaUwN14kSzyhq4SAS2LVondah0FAQT3ndptP6+hdfXQNgvPf7uUwH/DyYz8fwjM/H8IzPx/COzZfo5ONDXNaTQduvWrfj9738f18BWURT87ne/w957741pXZ1lTU1NsNlsyM/P7/bY4uJiNDU1xR7z0zq2397+mJ+67bbbcMMNN+xw/zvvvAOXy7WzL4Uy1KJFi8wugeJoVmMD8gAoEPDm4sWAIPT7nGTIbW7CgV3bdR98jDV77gIgtc8/a2cnFqoKAGCrKmDlm2+aXNHA7WJzIgeAKEfxzrPPIpTAebzjvvsBU7u2l37zDdoCgYQdKxEWLVqEcn87ZnbdXvn626gf4JU1ZnI2N2NB1/nZ4nBjlQnnZ3FrM+Z0bX//zoeoKR6e9BrSXSp/D6TMx/OPzMTzj8zE84/MlqnnoH+A61wMKbQ97rjj8MEHH2Ds2LFDeXqPLrzwQqxatQoff/xx3PbZmyuuuAKXXHJJ7HZHRwcqKiqwYMEC5KbQbEtKDZFIBIsWLcLBBx+8w/xmSl9h8XIAgOzKwcLDDze5GoPOTqDr+1OZz4tRBx+c+uff2rWxzfxxY7Fw4UITixkc/7OvA98tBwDMmzwZ2H33hB3L99jLse29DjkEmDQpYceKJ+P3QBsAPPRPAMAEVz52SYO/a2HJktj2iFkzzTk/S0uBP98GAKiU7JiSBu9bquD/wWQmnn9kJp5/ZCaef2S2TD8HO4xr7PRhSKHthAkTcMUVV+Djjz/G9OnTd3gDL7744kHt76KLLsLrr7+OJUuWoLy8PHZ/SUkJwuEw2traunXbNjc3o6SkJPaYzz77rNv+mpubY1/rid1uh91u3+F+q9WakScDxQfPj8wi+7RvkrIrF45U+nstLESooAT2bU2w162H2FVbSp9/nfqsVmnEiNStswdWw6xRS1MzhATWLnp9+nELC4E0ep8A7Ry0VFbqd9Q1pMXftbxRn1dsn1BlTs2G903YtCkt3rdUk9LfAynj8fwjM/H8IzPx/COzZeo5ONDXNKTQ9qGHHoLH48HixYuxePHibl8TBGHAoa2qqvjNb36Df//73/jwww9RVVXV7eszZ86E1WrFe++9h+OPPx4AsGbNGtTW1mLu3LkAgLlz5+KWW25BS0sLioqKAGjt07m5uZgyZcpQXh4RZQHJrwWNsjv1FoQKjx6vhbbbmhEZ4Cdwptq6NbYpFg0zsZDBs40ZGduObtyU2EXUvHq4DY8nkUdKnAo95FbrE794WzyEftyI7YOPbONHm1PEiBGQrXZIkRCkhjpzaiAiIiIiorQypNC2uro6Lge/8MIL8cwzz+C///0vcnJyYjNo8/Ly4HQ6kZeXh3POOQeXXHIJCgsLkZubi9/85jeYO3cu5szRpsMtWLAAU6ZMwemnn4477rgDTU1NuPrqq3HhhRf22E1LRARFgTWgBWiKJwVHoowbB3z9kba9fr25tQyAsnkrti/fZS0qNLWWwbKM0kPbcE1iQ1vB59VvpGtoW1CAqM0JSziQNuFjdMPG2LZQaVJoKwgIjSiHq2E9bM3p8b4REREREZG5ErdM9gD885//RHt7Ow444ACUlpbG/jz//POxx9xzzz044ogjcPzxx2O//fZDSUkJXnnlldjXJUnC66+/DkmSMHfuXJx22mk444wzcOONN5rxkogoHXj18Ez1pF6nrWXyeP3G2nXmFTJAkSa909ZSnF6dtjCM5DFeRp8IYlenbdTuAiQpocdKGEFAuFjrtrW31AGqanJBA1BTo28bxzskmVyqvW9WfweQDh30RERERERkqiF12gJAfX09Xn31VdTW1iIcDnf72t133z2gfagD+GXP4XDgvvvuw3333dfrY0aPHo0302i1ciIymWEGK3JSr9PWPk0PbUOr1gFzdjWxmv5FW1qx/boGcUSahbYj9U5bbNqU0EOJ20dyOD1D/883BURLyoG6H2EJ+oD2dsAwcz4VWTZpnbYRVy6sJtaqVlQAK7pu1NUBU6eaVgsREREREaW+If3e+N577+Goo47CmDFj8MMPP2DatGmoqamBqqrYPYErbxMRxYWxyy0n9TptxQnjYtvyD6kf2iqb9U5bDEuz0DY/X7/cvymxoa0U0Dq8ZVfqnXODUl4BfN61XVeX2qGtosDRUgsACJeMTuzM4n5Io/V5wAxtiYiIiIioP0Maj3DFFVfgj3/8I7799ls4HA68/PLLqKurw/77748TTjgh3jUSEcWXodNWyEu9TluM00NbYX3qj0dQtxhC28L0mmkLQUB4hNZta9uc4NC2q9NWScHF7wZDqtRHSiDVFyNrbIQYjQAA5IpKU0uxjdND22g159oSEREREVHfhhTafv/99zjjjDMAABaLBYFAAB6PBzfeeCNuv/32uBZIRBR3hk5bMT8FQ1uPB8HCUgCAvS71FyJDaxp32gKQi7XQ1urv6DbvOK7CYUhRbZSQmuahrW1MGoWPGw2LkFWZtAhZF2uV/r6F16f4+0ZERERERKYbUmjrdrtjc2xLS0ux3rC6+ZYtW+JTGRFRohg6bcX81AzQIqO1blt7Wwssfr/J1fRN3NYKAFAkC5CbgiF4P9SyJMy1NZxzqtuTmGMkidUQ2oY3pHanrVKth7bWseaGtqgwhN01DG2JiIiIiKhvQwpt58yZg48//hgAsHDhQvzhD3/ALbfcgrPPPhtz5syJa4FERPEmb9M7bS0FqRkyquP0xcjcDQ0mVtI/qV3rtI3kFAKCYHI1gydWJCG0NXbwpuAc5UEp18cjpHr4GFpTE9u2T6w0rQ4A3UJboS613zciIiIiIjLfkBYiu/vuu+Ht+gX0hhtugNfrxfPPP4/x48fj7rvvjmuBRETxJm/rgNS1LaVop611sh7auhqaTKykf9YOLbSN5hbCbnItQ2Gt0kNIpbZ+aJ9m9sfQaYvc1DznBswQPqb6TNvoesN4hEqTO23z8xF1uGEJ+iA1MrQlIiIiIqK+DSm0HTNmTGzb7Xbj/vvvj1tBRESJJrcZxyOkZqetY7oe2tprm02spB/hMCwB7UM8JT/95tkCgK1K77QNbdgEZyIOYlz8Lie9xyMgPx9RuwuWkB+WhtQOH1XDTFuMNjm0FQSEiipgqf0BtuY6QFXTsjOdiIiIiIiSY8gNRW1tbXjooYdwxRVXoLVVm2f45ZdfYlOiLi0lIooTuU0fj5Cql6oL48fFth11jSZW0o+u7/8AoBamZ2grlOuhbbQ28eMRxLzUPOcGTBAQLtK6bW2b67XwMUVJ9VpoG7U5gREjTK4GkMu0980SDnT7t0NERERERPRTQwptv/nmG0yYMAG333477rrrLrS1tQEAXnnlFVxxxRXxrI+IKO7UduOl6qnZaYtxemjraUrh8Qhbt+rbw9MztMVIPbRV6xK/EFnah7YA5FJtpIQl6AO6fgZIOaoKe2MNACBUMjo1ulqNoyU415aIiIiIiPowpND2kksuwZlnnom1a9fC4XDE7l+4cCGWLFkSt+KIiBJBbU/9Tlu43QgOKwMA5G1O4bmhhtBWHFZoYiE7oaQEalegJzYmJrRVDB8USBkQ2qrpMNd2yxatoxWAXG7yaIQulkr9fVNrGdoSEREREVHvhhTafv755zj//PN3uH/kyJFoSuWOMCIi4CeLQqVopy2AyCit29bjbwPa280tphfqFj20lYrStNPWakU4vxgAYGlJTGgb3aafc5b8NJ9pC0AarS/elrIdo4Z5toLZ82y72MbpoW20OkXfNyIiIiIiSglDCm3tdjs6Ojp2uP/HH3/EiBSYGUdE1KdOw/evFA5t1fH6YmRYv968Qvogb9bnclqK0zS0BRAp0kYk2Lc1AdFo3Pcvt2fQTFsAtjF6+BjZkJrho1pdE9u2jKs0rQ4jY6dteH1qvm9ERERERJQahhTaHnXUUbjxxhsRiUQAAIIgoLa2FpdddhmOP/74uBZIRBRvYldoq4oi4HSaXE3vrFMMoe2Pa80rpA+RZr3TNp1DW6VM6xwVFAVIwBUjxvEIKTuSYxCshtA2XJ2a4xFCa/VOW/uE1Oi0Nc60lTcytCUiIiIiot4NKbT9y1/+Aq/Xi6KiIgQCAey///4YN24ccnJycMstt8S7RiKiuBL9WoAWdeamxuJEvXBM1RcjC61eZ2IlvZNb9NBWSNeZtgCEcn0xMmyK/4iEbqGtJ/3HI6BcH48g16Rm+BgxhLZiVeqFtkKqzgImIiIiIqKUYBnKk/Ly8rBo0SIsXboUK1euhNfrxe6774758+fHuz4ioriTvFqnbdSVA6vJtfRFmKB32ka/T83QVtmsh7YYlr6dtpbRemir1m+CMDu++1e9+niETOi0TYfwUa2p0W9UVppVRnceDyLufFh9bbA0pmbYTUREREREqWHQoW0kEoHT6cTXX3+NvffeG3vvvXci6iIiShgpoHU9Kp7UnWcLABg7NrYpbkjNmbbYqs+0TefQ1lalh7aRmk2wxfsAHZk1HgF5eYg63LAEfZBSNHyU6rROW8VihVhaanI1unBxBawb2mDbXA8oCiAO6aInIiIiIiLKcIP+TcFqtWLUqFGQZTkR9RARJZYswxL0AQAUd4qHZ243gsPKAAD22tTstEWrodO2MH3HI0ijuoe2cefNsPEIgoBQkdZta2upB1TV5IJ2ZGvSQtvQiIqUCkblkdr7JkXDwObNJldDRERERESpaki/xVx11VW48sor0dra2v+DiYhSieEydTUnxTttAYRHaXNt7R1bgLY2c4vpgdSmhbZRmzOlF3Xr10g9tJVr4x/aCt4M67QFIJdqc20tIT+wbZvJ1fxEezusvnYAQKS80txafkIwzANGXWp2KRMRERERkfmGNNP273//O9atW4eysjKMHj0abre729e//PLLuBRHRBR3HR36dhqEtuq4ccBXS7Qb69YBe+xhbkE/Ydke2uYOG9p/KKnCEKQJDfEPbUWf9mGBbHNAsqT1O6WrqAA+7dqur0+tTuvaWn27YpR5dfTAUqXPA1Zr6yCk2L9pIiIiIiJKDUP6zfHoo4+GkMIrrhMR9arT0PGYm/odj5bJ42Lbypq1EFMp4FFVWDq1Ky6i+ek7zxYAkJODiDMH1kAnpKb4L6wl+rTzLurMgRT3vZvDMvonHaO77GJeMT9l6GCVKiv6eGDy2cbq9UQ21MV/fjIREREREWWEIYW2119/fZzLICJKEkOnrZCX+p22tqn6YmTBVWvhMrGWHfh82lxOAEpBmoe2AMIjRsJa+wNsmzdpM1rj+OGk5O9a/M6ZAfNsu3QLH6vrYDWxlp+KbKiN1WMfl1qhrTFEDq9naEtERERERD0b0kzbMWPGYOvWrTvc39bWhjFjxux0UURECWMIbcW81O+0xTi90zb6Q4otRmb8f6AghS6NHyK5RJtrawn5gfb2uO5bCmrjEVJ+8btBsFTqnbbhDfHvTt4Z4XV6p61xHEFKqNDrUWo505aIiIiIiHo2pNC2pqYGsizvcH8oFEJ9fWr94kZEZKR26OMRpPzU77TFWL3TVli31sRCemAIbYXh6d9pa1yMDJviONc2GoUUDgLIrNDWGD7KNakVPsobDfWMSq2Ztt3mJ9en1vtGRERERESpY1DjEV599dXY9v/+9z/k5eXFbsuyjPfeew9VVVXxq46IKM6Uto7YTFEpPw0CNJcLHTkjkNu5Gfba1A1txRHpH9pKFT8JbadOjc+ODXOUVU/mjEcwhrZIsQ9sBcNM2251pgKnE+Hc4bB1bIG1kaEtERERERH1bFCh7THHHAMAEAQBv/jFL7p9zWq1orKyEn/5y1/iVhwRUbxFt3XqoW1BGnTaAmgrGonczs2wdWwFtm0DCgrMLgkAoG5txfapr1Jx+oe21ko9tJVrN8VvwTCvV9/2pMEHBQOVm4uo0wNLwAtLioWPloZaAEDEnQdrTuq95+GSCtg6tsC2tQGQZUDKlOXpiIiIiIgoXgY1HkFRFCiKglGjRqGlpSV2W1EUhEIhrFmzBkcccUSiaiUi2mnyNsNM23QYjwDAV1qq31iXOnNtI016p601E0LbKsOM1uo4jkcwdNoiN/UCxCETBISKtC5WW0u9tnhbKlAU2DZrnb/hohTrsu2ilGl1iYoMNDaaXA0REREREaWiQYW2y5Ytw+uvv47q6moMHz4cAPDEE0+gqqoKRUVFOO+88xAKhRJSKBFRPCjthgAtBTvwehKqKI5tK2tSZ0RCtEUPbaUR6b8QmVCud9pGa+J4ub8htBXS5JwbKLlUC7ot4QDQ2mpyNV02b4YUDQMA5JEpNs+2izDaECbXpVaXMhERERERpYZBhbY33HADVq9eHbv97bff4pxzzsH8+fNx+eWX47XXXsNtt90W9yKJiOJFbdc7bZGbHp22oVElse3gqtQJbWVDaIth6d9pa1yITK1PTKetmJtBM22B1JxrawhBhVGp2WlrqdLrUmsZ2hIRERER0Y4GFdquXLkS8+bNi91+7rnnMHv2bDz44IO45JJL8Le//Q0vvPBC3IskIoqXbqFtmnQ9+sr08QjR71NnPIK6xdBZmQmhbVERFFGbLSo2xTG0Ncy0FfPS45wbKMtofaREqnSMGkNQYziaSuxj9bpC61PjfSMiIiIiotQyqNB227ZtKC7WL9NdvHgxDjvssNjtWbNmoS5FfmkjIupRt/mi6dFp6y/RO23F9anTaYvWDOu0lSSEC7WA3NoSv9DWOJJDys+s0NZmCB8j1anRaRteVxvbNtaXSkTDeIToBv7cREREREREOxpUaFtcXIzq6moAQDgcxpdffok5c+bEvt7Z2Qmr1RrfComI4kjoTL9OW9luR2C41tFoq02d0FYwhrb5+abVEU+RYm1Egr2tBQiH47LP6DY9tLXkZ9Z4BEulYfG2FOkYjRhCUKkqNWfaGsdKKBtT430jIiIiIqLUMqjQduHChbj88svx0Ucf4YorroDL5cK+++4b+/o333yDsWPHxr1IIqJ4EbxagKZIFsDhMLmagQuPHgcAsHW2psyCT1KbFtpG3PmAxWJuMXGilupzbdHYGJd9yh2ZOx7BGD7KKRI+dgtBK1Kz0xYjR0IVBACAuCk13jciIiIiIkotgwptb7rpJlgsFuy///548MEH8eCDD8Jms8W+/sgjj2DBggVxL5KIKF5En9ZpG3XlAl2hSVoYN07fXpcac20tHVp4HMnLgNEIXYQKw4zWTfEZkWAcj5Au3d0DZghFhRRZiEwwhqDl5b0/0ExWK0IF2tgTaxNDWyIiIiIi2tGgWqOGDx+OJUuWoL29HR6PB5Ikdfv6iy++CI8nsy79JKLMIvm1AE12pVd4ZpmkX8WgrFkLcc89TawGgCzD6t2mbeZnTmhrqdQ7bdW6esQj1s/o0DY3FxFnDqyBTkiNqRE+Whu1mbah/CLY7XaTq+ldtKQCaG2Era1ZG8Vh+BCciIiIiIhoUJ222+Xl5e0Q2AJAYWFht85bIqJUI3V12iru9FiEbDvbVL3TNrgqBTpt29ogqCoAQC0oNLmY+LFX6aFtuDo+nbZqhyG0zcAPNsPFWretfXM90HVOmCYahX2rNtYiUpyioxG6KCO1+gRVjVtXNxERERERZY4hhbZERGkpGoUlHAAAKJ4063gcr4e20R9SYDGyrYZFyAozp9NWrNBD20hNnIK0Tn2mbcZ12gKQS7URBFI42P28MENDAwRVAQAo5Sm6CFkXcbQhVK5LjS5lIiIiIiJKHQxtiSh7dOodj2pOenXaYsyY2Ka4LgVCW8NiaMKIzAltMVIPbZW6eIW2GTweAei+2JfZc20N4acwOrU7bS1j9PqU2tSYB0xERERERKmDoS0RZY+ODn073TptnU4ERmghj60uBcYjGDoqpQwNbYXG+IS2gjezxyNYRuuLfam15naMKjW1sW1rVWqHtvaxen2h9ey0JSIiIiKi7hjaElH2MHY85qVZpy2ASOV4AICts7Vbp6sZlM16aGspypyZtnC5EHHnAwAsTXEKbf3aeATZYsvIxaZs4/TwMVpjbsdo2BB+2samdmgrjDK8b9UMbYmIiIiIqDuGtkSUPQydtmIahrbCOH2uLdaaOyIh0mQIbYszqNMWQLhI6xy1bdkUl4W1RJ/2YYHsSrPu7gEydtqGTe4YjRjCT7EytWfaotzQobyRoS0REREREXXH0JaIsoeh01bMS78AzTplfGxbWWNuaBtt0Tt9xUwajwBALtVGJEiRUFwW1pL8XaGtM/NGIwDoNtNW3mhup2238LMitTttUVoKRZQAAGIDQ1siIiIiIuqOoS0RZQ213dBpW5B+nbb2aXpoG1xl7lxb43gEDMus0BZl+lxbbNr5EQlSQBuPoGRop62xY1SoNzd83B5+KqIElJaaWku/JAnhYWUAAFsTQ1siIiIiIuqOoS0RZQ25TQ9tpTTstBXG6+MRoj+Y22mrbjGEtoUZNNMWgDQqjqGtLMMS8gMAlHRb/G6gcnMRcWkfgkiN5oaPtkZtIbLQsDJAkkytZSAipV2LC3ZsAQIBk6shIiIiIqJUwtCWiLKGvE0fj2ApTL9OW4wdC1UQAADiOnNDW7RmbqetrUoPbaMbdzK09Xpjm6o7Q0NbAOFiLXy0b66PyxzgIQkEtPATQLQ0xefZdlHLDSMc6s0dLUFERERERKmFoS0RZQ15m95pK+SmYYDmcCA4oqszr87c8QhimzbTVpEsQE4avpd9sFbqoW24eidDW8McZXgydKYtALlUG5EgRULAli3mFGEIPbuFoSlMHGWos44jEoiIiIiISMfQloiyhtJuCNBy07DTFkBktDYiwebdFpdFsoZKatOOHckdBnR1/2aMkXpoK9fGr9M208JtI6EiBTpGDaGnODo9QlvbWMMibjUMbYmIiIiISMfQloiyhnEhsnQNbYXx+mJkWGveiARrhxbaRnMza54tgG4La6k7G0AaOm3Tsrt7gKTRhves1pzwUa6ujW0bw9BUZh2j1xlez9CWiIiIiIh0DG2JKGuoHYZO2zTterRO1UNb5UeTRiSEQrAEfVoN+Zk1zxYAMHw4ZIsNACA1xm88gpibueMRbOP08DFaY06nbcgQehrD0FQmGMYjRKsZ2hIRERERkY6hLRFlj47077S1G0Lb4Lcmddq2tsY21cIMDG0FAeHhZQAA6+b4jUcQ89Lzg4KBsBg6bc3qGJUNoacwOj0WIoNhrITKmbZERERERGTA0JaIsobQaQht07TTVhg/LrYd/cGk0NY4S3d4Boa2AKJF2lxbW2crEAgMeT/GOcqZHNoaw0d5ozmdtt1Cz4r06LTFiBF6V/cmhrZERERERKQzNbRdsmQJjjzySJSVlUEQBPznP//p9vUzzzwTgiB0+3PooYd2e0xraytOPfVU5ObmIj8/H+eccw68xoVfiIi6CD4tQJMtNsBuN7maIRozBmrXwl/iepPGIxhCW3FYBs60BaCW6YuRoaFhyPuR2/TQ1lKQwaGtYQ6wUG9O+Cg1aMeVbQ5g+HBTahg0UUR4hPbe2VoY2hIRERERkc7U0Nbn82HXXXfFfffd1+tjDj30UDQ2Nsb+PPvss92+fuqpp2L16tVYtGgRXn/9dSxZsgTnnXdeoksnojQkebVOW9mVxuGZw4FgkXbpt712LaCqSS9B3aKHtlJRZnbaihWG0HbT0EckGEPbTJ5pi5wcRNx5AABLoznho61JW4gsNKIc6PpgIx1ES7WuYKuvvdsMZCIiIiIiym4WMw9+2GGH4bDDDuvzMXa7HSUlJT1+7fvvv8fbb7+Nzz//HHvssQcA4N5778XChQtx1113oaysLO41E1H6Ev1dnbau9Jxnu1109DigeSOsvjat6zXJXYXy5tbYfx7WkswMbS2Vemir1G0a8iecSod+5YeQm8YfFgxAuKgc1up22DbXax8mJDM4bW+HNaD9+46Wpck82y5qeQXwZdeNujpgyhRT6yEiIiIiotSQ8jNtP/zwQxQVFWHixIm44IILsNVwWe6yZcuQn58fC2wBYP78+RBFEZ9++qkZ5RJRCrP4uzptPekd2mK8vhgZ1iZ/rm2kOfM7bW1VhoW1qoc+o9U40zZd5ygPlFymdYxK0TCweXNyD26cZ1ueJvNsu0iVhnq5GBkREREREXUxtdO2P4ceeiiOO+44VFVVYf369bjyyitx2GGHYdmyZZAkCU1NTSgqKur2HIvFgsLCQjQ1NfW631AohFAoFLvd0bWifCQSQSQSScyLobS1/ZzguZHmwmFYI9q/e8XtSZu/z57OP2nSmNh2+PsfIBg+uEpKTY0tcHZty3m5UNPkvRwMobQ49qlmeEMdpCG+RrmtPbYdsduBNHyvBvo9UBmpdydHamqAgoJEltWNUF0d+4FGGFWWNv++AUCq1K8KCq2vgZhGtScD/w8mM/H8IzPx/CMz8fwjs2X6OTjQ15XSoe1JJ50U254+fTp22WUXjB07Fh9++CHmzZs35P3edtttuOGGG3a4/5133oHL5RryfimzLVq0yOwSaCdYOzqwsGt7aySKb95809R6Bst4/hX72zCna/uHVxehOsmLgU38djW29yovWb0anT5fUo+fDK7mZhzctd3y1UqsHuL5MmVDNfK6tj9csQL++qF37Zqtv++Bo6NB7Na1veLf/0FzY2PCa9qu/M13MLNr+8dAO+rT6N930ZYmzO3a/mHREtSM7HkkVLbj/8FkJp5/ZCaef2Qmnn9ktkw9B/1+/4Ael9Kh7U+NGTMGw4cPx7p16zBv3jyUlJSgpaWl22Oi0ShaW1t7nYMLAFdccQUuueSS2O2Ojg5UVFRgwYIFyM1N88umKe4ikQgWLVqEgw8+GFar1exyaKiqq2ObBaNGYeHChX08OHX0eP5VVQG33QoAGB2WMTnJr8X3f4/Etvc95hggE+eHh0LA+ecDAIqiYYwe4nvsu+tfse0Djjwy6fOH42Gg3wOVxs3AK08DAHYdXgJLEs/L4PvLY9u7HnEodjn00KQde6eNHAncegsAoFK0YkqafG9KFv4fTGbi+Udm4vlHZuL5R2bL9HNw+xX//Umr0La+vh5bt25FaWkpAGDu3Lloa2vDihUrMHOm1mPz/vvvQ1EUzJ49u9f92O122O32He63Wq0ZeTJQfPD8SHPBYGxTzM9Pu7/LbuffxIlQBQGCqkKq3pD01yJt26bXVVwMpNl7OSBWK8K5w2Hr2AJrS8OQ32PJpy9EZi0sTOv3qt/vgWNHxzaVmqG/Z0MRqGuIbVvGjEmv93mMPu5E2LQp7b43JQv/DyYz8fwjM/H8IzPx/COzZeo5ONDXZOpCZF6vF19//TW+/vprAEB1dTW+/vpr1NbWwuv14tJLL8Xy5ctRU1OD9957D0cffTTGjRuHQw45BAAwefJkHHrooTj33HPx2WefYenSpbjoootw0kknoSwTO7+IaOgMn2SJuWm+IJTdjmDRKG2zbi2gqkk9vNimLUQWtbsAhyOpx06mcJE2o9W+tQFQlCHtQ/BpC5EpkgWw2eJWW0qq0BfUkmuTPAbCuIBXRXotRIaCAu3fEgBLAxciIyIiIiIijamh7RdffIEZM2ZgxowZAIBLLrkEM2bMwLXXXgtJkvDNN9/gqKOOwoQJE3DOOedg5syZ+Oijj7p1yT799NOYNGkS5s2bh4ULF2KfffbBv/71r94OSUTZqrMztinmp/8YlEjleACA1dcObNmS1GNb2rXQNpI7LKnHTTaltBwAIMpRYPPmIe1D9GudtlFnDiAIcastJZWXxzaFuuSGj5aGWgBAxJULpNuYI0FAuEgLmm0tdUn/EIaIiIiIiFKTqeMRDjjgAKh9/HLyv//9r999FBYW4plnnolnWUSUgdT2DmyPzKSCNAt1eiCMHw98+q52Y906YMSI5BxYVWHtbAUAyPmZHdqifKS+XV8PFBcPehdSV6et7Erz7u6B8HgQcefD6muDpSmJnbaqCvtm7Xjh4gqk48VT0bIKoG4NLCE/0NYGFBSYXRIREREREZnM1E5bIqJkkdv0TlspP/0DNNvU8bFt+Ye1yTuw1wsxGgEAKAWZHdpaRumhrVq/aUj7kAJd4xFcnrjUlOrCRVq3rW1z/ZBHSgza5s2QIiEAgFw2KjnHjDfjSIckdykTEREREVFqYmhLRFkhuk2faZsJnba2KeNi26FVSQxtt27VtwsKk3dcE9iq9NA2unEIoa2iwBL0aZvu9P+gYCDkMi18lKLhIY+UGDRDyCmMSrN5tl0so/XREgxtiYiIiIgIYGhLRFlCMYS2QrovRAZAmKB32kZ/WJe8AxtCW2F4hnfajtZD23DNEEJbny+2qXrS/5wbiG6haX1yRiSotXrIKVWmZ2hrG6vXHalmaEtERERERAxtiShLKO36eIS0W6ioJ1VVUAXtW7i4wZxOW3FEZoe2GKmHtnLtEEJbw+J3yJLQVqrUO0aNYWoiRdbXxrbt49IztLVU6XWH1zG0JSIiIiIihrZElCXUdr3TFjkZEKDZ7QgWa/M77bVrk7bivLq1NbZtKc6e0BabhhDaer36tic7Ztrau3WMJqfTNrze0Glblf4zbeWNDG2JiIiIiIihLRFlCbUjwzptAUQqtREJVn9H0uaHRpr0TltrcWbPtEVBAaI2JwBAatq5TttMGMkxEJJhNmt4Q3LCR8XY0VuRnp22xroFzrQlIiIiIiIwtCWibNFh6LTNkNBWGK/PtcW65My1jTZn0XgEQUB4hNZta2sZQteoMbTNy47Q1hg+KhuT02kr1BtCzvLy3h+YynJzEXFp35ekRoa2RERERETE0JaIsoTgNXTaZsJ4BAC2KeNi2/IPyZlrK2/WQ1sMy/DQFoBcrIW2Vn9H93EHA2EIbcWc7BiPYAxNhU3JCR+tDdpM21DeCMDhSMoxEyFcrAXe9s31SRt3QkREREREqYuhLRFlBdGrddrKNgdgtZpcTXzYpuqdtsFVyQlt1S36TNtsCG3VsqHPtVU79ZBXys+MDwr65XYj7CkAAFiaktBpG43C3toAAIiUpOlohC5ymVa/FAklbdwJERERERGlLoa2RJQVRJ8W2kadmROeCRP00FZek5zxCNhq6LQtzPCZtgDEiqGHttFteqetVJA5511/IkVat619cz2gKIk9WGMjhK5jKCPTdBGyLoJxHi/n2hIRERERZT2GtkSUFSS/FqDJ7syYZwsAqKqCKmjfxsX1yem0Fbdpoa0qCEBBQVKOaSZrpR7aKnWDC23ldkNom5sl4xEAyCO18FGMRoCWlsQezBBuCqPSu9NWqtLrV2sZ2hIRERERZTuGtkSUFSx+rdNWcWdQx6PNhmDxaACAvXZtUuZgim1aaBtx5wOSlPDjmc1WpYe24erBhbZKuz4eQcjNoPOuH4JxMbD6xI5IUGpqY9vWMekd2trH6vVHNjC0JSIiIiLKdgxtiSjzhUJa1x8A1ZNBnbYAIlXaiARroDMpczAtHdpM22he5s+zBQChQg8gIxsHG9pm3uJ3AyFVJq9jNLxe379tbHqHtsb3LczQloiIiIgo6zG0JaLM19ER21RzMiu0Fcbrc22xNsEjEmQZVl+btpmfHaEtRuqdtmrd4LpG1Y7sDG3t4wwdo9WJ7bSNVOvhpliZ3jNtYZhpq9QwtCUiIiIiynYMbYko83Vmbnhmmzouti3/kODQdts2CF0jGNT8zF+EDABQUqLN7wUgNgyu07ZbaOvJnpm20mi9OznRHaPqRsP+K9K70xaGsRLCJoa2RERERETZjqEtEWU+Q6etkJdZnba2KXqnbXD1usQebOtWfXtYlnTaWq0I5RcDACwtgwtt4dVn2mbahwV9MnaM1ia201bsCjdVQQRKSxN6rIRzuRDO1f5dWRoZ2hIRERERZTuGtkSU+YyhbYYtCCVM0EPbhHfatrbqxx2RJaEtgGiRNiLBvq0JiEYH/DzBm7kd3n0ydozWJTZ8tDZpC5GFhpUBFktCj5UM4WIt8LZv2QTIssnVEBERERGRmRjaElHmM4xHEAsyq9MWlZValyEAcX2CQ1tDp62URaGtUqqFtoKiAM3NA37e9tBWFUXA4UhIbSnJ5UI4RxufYWlOYKdtMAh7u7b4XqQszefZdlHKtNBWVGSgqcnkaoiIiIiIyEwMbYko46nteqetlJdhHY82G4IllQAAR91aoGvmbCIom/XQ1lKUJTNtAQjl+mJk2DTwEQmiXxuPEHXmAF1zcbNFpEjrtrVv2QQoSmIOUq8HwurINJ9n20UYZXgdCe5SJiIiIiKi1MbQlogyXnSb3mkrFWZYpy2ASJU2IsES8AItLQk7TrhJD22tJdnTaWup1C/3V+sHE9pq553szLAPCgZA3t4xGo0k7pw0hJri6MwIbS1V+utQaxnaEhERERFlM4a2RJTx5G2GTtv8zAtthfHj9BtrEzciQW4xzLQdnj2hra1K77SN1Az8cn9pe2jrzr7QVqjQg+5EdYzK1bWxbeuYzAht7eP01xFez9CWiIiIiCibMbQloownt+mdtpm2EBkA2KYkZzEy43gEDMue0FYaZQhtqwfYaauqsAS18Qiqy5OIslJaMjpGjaGmbWxmhLbGjuHIBoa2RERERETZjKEtEWU840xb5GZep61tqh7aBlevS9hx1C2G0LYwe2baYqQe2sq1Awxt/X4IXfOFFU/mfVDQH2OIGqlOzGJk0Wo91BRGZ8ZCZKjQ3zelNoGLuBERERERUcpjaEtEGU/p0DttkZN5AZpxPEIiO23Rmp2dtsbQVmgYYGjbaTjnsjC0lUbr4xESdZm/ahy7UJEZnbYoK4ttipvYaUtERERElM0Y2hJR5svwTltUVUERJQCAuD5xoa3Yps20VSxWwJNFl/zn5iLq1F6v1DyU0DaL3qvtktAxKnWFmrLVDowYkZBjJJ3djlBBMQDA0sTQloiIiIgomzG0JaLM12kIbTOw0xZWK4IllQAAR/06oOuy/HiT2rRO23DOMEAQEnKMVBUernXb2jZvGtj76/Xq2xk4R7lfxu7kBHWM2pq1hchCI8oz6nyMFGuBt721EYhETK6GiIiIiIjMwtCWiDKe4M3s8QgAEK3S5tpaAl6guTkhx7B2aKGtnJdF82y7REu1y/0tQR/Q3t7/EwydtmI2hrYuF8K52ggNS1MCOm07OmD1ax/GRMsyZJ5tF6VcC20FVQUaGkyuhoiIiIiIzMLQlogyntjVaRu1OQGLxeRqEsM41xZrEzAiIRiEJeQHACj5WTTPdrsyvXMUmwYwIsEY2uZlYWgLIFykBd32LZsAWY7vzjNxnm0XYZTh9dRxRAIRERERUbZiaEtEGU/0awGa7M7AebZdbFPGx7aja9bF/wCtrbFNtTD7Qltp1OBCW7VTH48g5mbhTFsASpkWPopyFGhpie/ODWGmNDqzQlvrGMM84I0MbYmIiIiIshVDWyLKeJJP67TN6NB2qh7ahr5NQKft1q369vDsC22tlXpoK9f2H9rKbXqnraUgOztthYpy/UacO0ajG2pj27axmRXa2gyhbXg9Q1siIiIiomzF0JaIMpuqwhLQAjTFnbnhmXE8grwmsaGtOCz7ZtoaQ9tw9eBCWyk/c8+7vliq9PBRrYvvXNuQIcw0dqZmAtHQORypZmhLRERERJStGNoSUWYLBrXLswGonszttEVlJRRRAgCI6+Mf2qpb9NBWKs6+TluhXA9toxsHENq266GtkJOd4xFsY/RO23h3jMo1hv2NyqyFyIwzetVahrZERERERNmKoS0RZbaOjtim6sngjkerFcHSKgCAo34doKpx3X20RZ9pa83C0BYj9dBWHcBMW6Vdn2mLnAw+7/ogVRo6RjfEOXzM4IXIUFoKVdR+PBM3MbQlIiIiIspWDG2JKLN16h2PyM3gTlsA0UptRIIl6AOamuK772ZDp21RFoa2xcV6J3ND/5f6qx2G8y5LQ1tjmKrEeTyCpUGbaRtx5gB5eXHdt+ksFoQKywAA1iaGtkRERERE2YqhLRFlNkOnrZCb2eGZMF5fjAxr4zsiQW7RQ1shC2faQpIQLiwFAFhb+u+0ZWiLbt3JQn0cw0dVhX2zFgKHizOsy7ZLpFR7Xfb2zUAwaHI1RERERERkBoa2RJTZDJ22Qn5md9rap+mhbXTNurjuWzHMtMWwLOy0BRAp1kJIe1sLEA73/WCvYTyCJztn2sLpRDh3OADA0hTHTtstWyCFtSBTHplh82y7qCMNYXR9fLuUiYiIiIgoPTC0JaLMZui0lTI8tLVOHhfbDn0b58XItuozbbM1tFVL9c5RNDb2/WAvO20BIFysLUZm37IJkOX47DST59l2EUcbXlcdRyQQEREREWUjhrZElNGUdj08E/MyOzwTJuidtvKa+Ia2Qquh07YwC8cjABDKDaFtP4uRiV2hrSoIgMuVyLJSmlKmhY+iIgPNzXHZp1qrh5iWqswMba1jDPOAN2ZGaKt+/wOCt/yl/w88iIiIiIgIAENbIspw8ja909ZSmNmdtqishCJZAADihviORxDbtNA26nADdntc950uLJV6aKvW9x3aCj4ttI06PIAgJLSuVCZUlOs34tQxGllfG9u2j83M0NZmeF2hdekf2soffYLojD3guPqP8B5zmtnlEBERERGlBYa2RJTRotuM4xEyu9MWFguCpVUAAEf9OkBV47frdi20jeRm52gEALCP0QPIcE3foa3k12bayq4MP+f6YeyEVeviM5s1vEEPMaWqzJxpK4zS37dodXqHtsryz6AcciisIR8AwPPZ+8D69SZXRURERESU+hjaElFGM45HQG6Gd9oCiI7W5tpagr74XYasqrB2ajNt5fzsDW3FCr3TNrKh7wBSCmjnnZLloa19rCHo3hCf8FGpyfyZtsbXpabxTFvl8xWIzlsAa6Cz2/2Bh542qSIiIiIiovTB0JaIMprSpnfaZsOCUMJEfa4t1sVpREJnJ0Q5CgBQCrI3tMVIPbRV+hqPoKqwxEJbT6KrSmnGBbUi6+MTPgqbDPspL+/9gemsqAiKxQoAkDalZ2irfr0S0YMOhs3fDgDw7zZXm/EMQH3qqbheCUBERERElIkY2hJRRlM7sqvT1j5VD22jP8RpMbKthkXICrJzETIA3UJboaGP0DYYhKAoAADFk/kfFPTJEKoqtfEZj2Bt0GbahnOHA05nXPaZckQRoeHae2drTr/QVv12FcL7z4fNuw0A4NtjP7g+XgTvHgcAAFz1a6F+9rmJFRIRERERpT6GtkSU2doNnbZZENrapoyLbYe+jX9oKwzP4k5blwthdz4AwNLUR2jbafiggKFtbFOIR8eoLMO2tQEAEC7J0NEIXaKl2uuz+toAr9fcYgZB/e57hPebB3vHFgCAb7e94H7/dcDthuMcfREy3/1PmlUiEREREVFaYGhLRJnNGKBlwXgEjNc7beU18Q9txaIsDm0BRIq0blvblk29X96dbedcXxwOhPJGAACsTXHotG1shKjIAABlZGYuQradWm4IpdNkrq265keE9jkI9rYWAIB/2p5wL34r9u/AetLxkG0OAIDtleeASMS0WomIiIiIUh1DWyLKaILX0GnryYL5oqNHQ5EsAABpQ3xm2ipbWmPbliwPbeUSLbSVIiGgtbXnBxm7InOy4JzrR6S46zL/rQ2ALO/czgzhpTA6szttpdGGeb318RktkUjquvUI7XMQHNuaAAD+SbvD9dH/ul/hkJcH/7yjAAC2ji2Q33rHjFKJiIiIiNICQ1siymhiV2gbdbgBSTK5miSwWBAsrQIA2OvXxWWxn2iz3mlrLc7imbYAMNIQpG3qZUSCodNWzM3yTlsASpkWroqKDDQ17dy+NuqhraUqs0Nb6xj99UVrUrvTVq2uQXDvg+DYov2b8E/YFa6li4D8/B0e6zpPH5Hg/9dTySqRiIiIiCjtMLQloowm+rQALerK/Hm220WrtBEJlpAfaGjY+f0ZQltxRHZ32kqj9MXIeu1+NIS2Qh5DW6HCEHTv5GX+4fW1sW372OwJbcPrUji0ra1FcK8D4WzR/m78Y6fBtfRdoLDnD3ikhYcgnKt9H3Et+g/Q0dHj44iIiIiIsh1DWyLKaBa/Fggo7uwJz4QJ+lxbrNv5EQlyix7aYlh2h7a2Kj20jW7sudNW7dBDWymP4xGMHbFq3c5d5h/ZoIeXYmVmz7QVRunvm5yqnbabNiGw10FwNtUAAAKjJ2mB7fDhvT/HZkP42JMAAFI4iMjzryShUCIiIiKi9MPQlogyl6rCEtACNMWdPZ229injYtvRH3Z+MTJ1q2F2a5aHtpbRemgbru45tJU79Jm2EjttYR+rd9qG1+9c+KjWGp5fkdmdtsbXp6biQmSNjQjMPQjOTesBAIHy8XAuex8oLu73qe7z9REJwYc5IoGIiIiIqCemhrZLlizBkUceibKyMgiCgP/85z/dvq6qKq699lqUlpbC6XRi/vz5WLu2ewDR2tqKU089Fbm5ucjPz8c555wDr3ERGCLKXn4/BEUBACg52RPa2qbqnbahb3c+tEWrodO2l0ues4VQroe2cm0voe02vdPWUsDQVjQsGBap3rlOW7FeCy9VQQTKynZqXylv2DDINgcAQGpIsdC2pQX+vebBWfcjACBQNkYLbEtLB/R0Yc5sBMrGAgA8n73f+3xoIiIiIqIsZmpo6/P5sOuuu+K+++7r8et33HEH/va3v+H+++/Hp59+CrfbjUMOOQTBYDD2mFNPPRWrV6/GokWL8Prrr2PJkiU477zzkvUSiCiVGWaLwpNF4dl4PbSVf9z58QhiV2irCkKPCwtllZF6aKv2EjTJbYaZtlyIDCjXO22V2p0LH61N2tzU0LBSwGLZqX2lPEFAqEgLvO0tdXFZVDAutmyBf+/5cNV8DwAIlFTCueyDbn/P/RIE4DSt21ZQVQQfezYRlRIRERERpTVTQ9vDDjsMN998M4499tgdvqaqKv7617/i6quvxtFHH41ddtkFTzzxBBoaGmIdud9//z3efvttPPTQQ5g9ezb22Wcf3HvvvXjuuefQEIfFd4gozRkXuMnNnk5bjBoFxWIFAEjrd77TVmrTQtuIpwCQpJ3eX1obPlx/bxt7Dm2VTsPVHh7OtDWGeUL9ToS2oRDsbS0AgEhJho9G6BIt1V6nJeAF2ttNrgZAayv8ex8M17pvAQDBERVwLH0fGDX4+cLOc/URCfJjT8atRCIiIiKiTJGyM22rq6vR1NSE+fPnx+7Ly8vD7NmzsWzZMgDAsmXLkJ+fjz322CP2mPnz50MURXz66adJr5mIUowhtM2qjkeLBcHSKgCAvX4d0DUiYsi769Bm2kbzsnueLQBAFBEarnXbWjf3shBZu6HDOyeLzrve2O0I5RcBAKxNOzEeoV5/rlqe2YuQxRjn9po917atDf59FsD149cAgOCwMtiXvg9hTNXQ9jduHLzT5wAA3Ou+Ab75Jk6FEhERERFlhpS9trCpqQkAUPyTBS2Ki4tjX2tqakJRUVG3r1ssFhQWFsYe05NQKIRQKBS73dEV7EQiEUQikbjUT5lj+znBcyP9CNu2xb7JqbnutPw7HOr5Fx49Dq66H2EJBxCpre12Wf+gRKOw+tq0zdyCtHwP4y1SVAZnUw1sHVsR6egAnM5uX5cNHZERhwNI8/csHt8Dw0UjYW9rgW1rAyKBwJBGGwjV1fq/54qRWXEuChX63N5odTXUSZPMKaSjA6EDFsLz/QoAQLCgBOIH/0O0cvROnd/SGScDly4HAHTe/wQc/3fbDo/h/8FkJp5/ZCaef2Qmnn9ktkw/Bwf6ulI2tE2k2267DTfccMMO97/zzjtwuVwmVETpYNGiRWaXQINU8umnmN21vaGlGRvffNPUenbGYM+/sU478ru2P33qKWydPn1Ix7W1t+Owru2tEPBNGr+H8TJFsmL7sI0Pn3kG/p8svjStpib23r//2WcIrtv5ucKpYGe+B06zO5EDQFQVLHrmGQSHDx/0Pka+9wG2X1ezPuRFXRaci+WBdszs2l75xv9Qb8JcWykQwO5X3oyy6tUAAK+rAJ/ecBW8G9YDG9bv1L5tRflYIEqQFBnq00/gzYP3BsSeLwLj/8FkJp5/ZCaef2Qmnn9ktkw9B/1+/4Ael7KhbUlJCQCgubkZpYZfiJubm7HbbrvFHtPS0tLtedFoFK2trbHn9+SKK67AJZdcErvd0dGBiooKLFiwALnZNPeSBiQSiWDRokU4+OCDYbVazS6HBqN1W2xz4qzdMXXhQhOLGZqhnn/RdRuBRf8GAMzKHw5xqK/9hx9imwXjxmFhGr6H8eZ/7QPgq8UAgAMnTIC6777dv37rvbHtg44+Ou1HJMTje6D/pf8B334CAJg3YQLUOXMGvY/Q8pWx7emHz8f0LDgXBVEE/vUPAMAERy52SfZr9vkQmn8UPF2BbShnGOwfvoP9hvghUE+8Dz+PvCVvIrdjMxa63MBBB3b7Ov8PJjPx/CMz8fwjM/H8I7Nl+jnYYVx/pw8pG9pWVVWhpKQE7733Xiyk7ejowKeffooLLrgAADB37ly0tbVhxYoVmDlT60V5//33oSgKZs+e3duuYbfbYbfbd7jfarVm5MlA8cHzI/2E2/VPr+wjCiCm8d/fYM8/63T9MurI9xvgGepr79Tns1qKRvDfAAB7lT5nVGxs3uG8En36QmTW/PxeOwfTzc58D7SNGx3blhqbIAxhP8FafYFR65gxQDaci1X6vFi1riG5//4CAfgOOx6eFR8BAMKeAtgWvwthxm5xPYznV78Almhd08GHn0POIQt6fBz/DyYz8fwjM/H8IzPx/COzZeo5ONDXZGpo6/V6sc5w2Wh1dTW+/vprFBYWYtSoUfjd736Hm2++GePHj0dVVRWuueYalJWV4ZhjjgEATJ48GYceeijOPfdc3H///YhEIrjoootw0kknoaysrJejElG2kNv0wFHMS+9ux0EbPz62qfy4E5fnb90a2xRHFO5MRRnDVqXPBw7XbILjJ18Xfdp5F3V4YMmQwHZn2ceUx7bD6+uw48em/VONC3EZF+jKZIbXKSR5ITLviWfBs/x9AEDYlQfLe+/EPbAFAOmYIxFx5sAa6ITj9ZeAwH07zIkmIiIiIspGpv42+cUXX2DGjBmYMWMGAOCSSy7BjBkzcO211wIA/vSnP+E3v/kNzjvvPMyaNQterxdvv/02HA79V+Snn34akyZNwrx587Bw4ULss88++Ne//mXK6yGi1KK0GS45yLbRJxUVUCzap3fShrVD3o3cooe2lqJhO11WJhAr9NA2WrNpx6/7tU7bqNOTtJpSnThaDx8j1fVD2oe0SQstZYsNGDEiLnWlvLw8RJzaB05SYxJD261b4Xn9eQBAxJkDy7v/g7jnHv08aYicTgSP+BkAwBroRPTfryXmOEREREREacbUTtsDDjgAah+LagiCgBtvvBE33nhjr48pLCzEM888k4jyiCjNKe2G0DbN54oOmsWCYOkYuOrWwFG/DlCUIV2mH2neCqlr21rC0BYAUK53jSr1O4a2kl/rtFXcWXbO9cX4nm0cWvhoa64FAIRHlMOZRR3M4eIKWGu+g31zPaCqgCAk/JjqJ8uw/Sih038Jz9zeR07Fg+f804AXHwUABP71JHJOOTGhxyMiIiIiSgfZ81sPEWUdtV0fj5B1nbYAolXaiAQpHAQaGvp5dC/7aGmNbQvDGdoCAAzjd4RNP+kaVVVYAl2hrYuhbcxIvTtZaBhCp21nJ6y+dgBAtGxUvKpKC3KZ1qUshYPAli1JOab/3U9i2675eyf8eMKBByA4Qgv23R+/DWzenPBjEhERERGlOoa2RJS5OrK40xaAOGGcfmPt0EYkqJv18Qgo5ExbAIDdjlDucACApfknnbahEEQ5CgBQ3ByPEGO3I5RfBACwNg2h09Ywz1Utz5J5tl0E4/zeJM21VT5eGtsW956b+AOKIpSfn6JtylGEn3oh8cckIiIiIkpxDG2JKHN5s7vT1jZVX4ws+v0QQ9sthtB2GDttt4sUaZ2j9q0N2uiJ7bxefduTfR8U9CVSrIWP9q2NQDQ6uCcbwkqpMrtCW+PrVWuTENpGInCt+gwAECip7NZZnkiu806LbYcfeSopxyQiIiIiSmUMbYkoY4mdWqetKgiA221yNclnDG2Dq9cNbSetDG17opRooa0oR7tfyt1p+KAgC7u7+6KM1MJHQVWAxsZBPTe6oTa2bRubXaGtbZxhEbcNSQhtv/5aG8UAILpn4kcjxEyfDt+4XQAAnlXLgXVD/J5FRERERJQhGNoSUcYSfFqAFnV4hrQIV9obr4e2ypqhddqKbdpMW9liy8rgu1fl+oxWbDKMSDCGth6ORzASRumLkQ32Mv/wev3x1jHZFdpaKpMb2oY+0EcjOA7aK+HHM5LOPD22HXiQ3bZERERElN2yMMUgomwh+bROW9mdfaMRAAAVFVrYCkDaMLTQ1tKmddpGcoclZdX6dGEZ1UtoaxiPIOax09bIUmW4zL9ucIuRRWsMYeWo7FqIDIaZtvLGZIS2+iJk1v2TG9o6zjxZuzICAJ56ClDVpB6fiIiIiCiVMLQloowVC21dWRqeSRKCZWMAAI5N67vPXh0gS4cW2sp5XITMyDZG7xqNbOy501bIzdLzrhd2w3sWWj+48FEwduZWZFenLcr1902oT3Boq6qwfa512kadHmD69MQe76dGjoR3z4MAAM6G9VCXf5rc4xMRERERpRCGtkSUmRQFlqDW9ah6srTTFoBcpY1IkMLB7h2hAxEIwBIOAACUfM6zNbKM1jttwxv0rlG1Qw9tpXyGtkbiaD1sjVYPrtNWatBm2kadHiAvL651pTy3G2FPAQDA0jS4923Qamvh2NoAAAjsMgeQpMQerwfOX+oLkvke4IgEIiIiIspeDG2JKDP5fBC6Lq1VPNkbnokTxuk31g5yREJra2xTLWRo281IPbRVavUwXOnQxyNIeZxp242hY1SpHUTHqKrC3qI9PlRUkZVjOiLFWuBt37JpSB3zAyV/pI9GkPZN7miE7SwnHgfZ5gAA2P79HBAOm1IHEREREZHZGNoSUWYyLgiVk72dtvZp+mJkke8GGdpu3apvD2No240htFUNHcxyGztte2V4z8RNg+gY3bpV6xQHII/Msnm2XeSRWmgrRiNAc3PCjuN/Tw9tnfP3Tthx+pSbC//BxwAAbB1bob79jjl1EBERERGZjKEtEWWmjg59Ozd7Q1vrFD20DX+3bnBPNoS24gjOtO2moCDWDSg19RzaciGyn7DZECooBgBYmgbRaWuYZytk2zzbLt1ed13i5toKn2jzbFVBgDBndsKO0x/3+fqIhMCDz5hWBxERERGRmRjaElFmMi4Ilc3h2Th9PIK8ZnCdtuoWPbSVithp240gIDRc6xy1bTaMR2g3dHh7OB7hp2KX+bc2ApHIgJ6jGkYpSJXZGdpaqvTXrQ5mtMRgeL1wrV0JAPCPmW7q7GDx0AUI5w4HALjffx0Wn8+0WoiIiIiIzMLQlogyk6HTVszL3k5bVFRAttgAANKGwYW20RZ9pq21hKHtT8nFWmhr9bUDXm2WrdKpz7RFThZ/WNALpesyf0FVgcbGAT0nsr42tm0bl52hrd3wusMbEhPaqss/hahq83KVuebMs42xWhE+/iQAgCUSRPHHy82th4iIiIjIBAxtiSgzdQttszg8kyQER44FADg2rR/UIkbRZr3T1sJO2x2oI/WFtdA111Y1dtoytN2BUGF4zwZ4mb8xpLRUZedMW3G0HtpG1icmtA2+r8+zdc0zObQF4D7/9Nh20aKPTKwkRXR2Qnn+RWDLFrMrISIiIqIkYWhLRBnJeJm6VJDFnbYA5CptRIIUCQH1A18ASm4xLERWyJm2PyVW6AtrbQ9tuy+Ax9D2pyxj9PBRqR3YuahsNISUWTrT1vi6lQSNR4gs0UNbaT+TFiEzEPacBX+5NpO7fN3KhM7yTXmbNyMwbRbEk06Ef58FgCybXRERERERJQFDWyLKSNFWvdPWUpDd4Zk4QV+MDGsHPiJBMcy0xTB22v6UtVIPbZW6rtDWZxiPwJm2O7CP0TttB3qZv2AM68rLe39gJjO8bqE+AeGlosD59TIA0BaLq6qK/zEGSxAgnKYtSCZCRfjx500uyCSdnfAfsBDO2jUAANearxB95gWTiyIiIiKiZGBoS0QZSW7TOx7F/OzutLVP00PbyPfrBv7ErfpMW4a2O7JV6aFtuFoLbQUvFyLri/Ey/2j1wDptLY3aTNtw7jDA5UpIXSnPbkcovwgAYG1KQGj73XfabGYAoZl7AYIQ/2MMgfOXp8a21aeeMbESk4RC8B1yLFzffdHt7vBV1wPRqDk1EREREVHSMLQlooyktOmdtsjN7tDWOkUPbUOrBt5pK7RyPEJfhHI9tI1s1EJbsSu0jdpdgCSZUldKM3SMdht70BtZhn2L9t6Gi7N0NEKXSIn2+u1bG+Me2EUW66MR7AeaPxohZuxYdE6fCwDwbFgFrFxpckFJJMvwHXsq3MveAwCEPQUITNwNAOCq+xGRJ541sTgiIiIiSgaGtkSUkRQuCKUbNy62qfw48NBWbNNC26jTA9hscS8r7Y3UQ1u1viu09Wvnnexkl22PysqgdnVxig0D6LRtaoKoaPM7lZHZuQjZdkqZFtoKqgI0NMR138H3lsa27QeavwiZkeXMU2LbvgeeMrGSJFJV+M/8NdxvvQxA+xDI8r83Yf/nX2MPiV57A7ttiYiIiDIcQ1siykhqOzttYyoqIFvtAACpeuDjESztWmgbyeVohB6VlhoCSC20lQLaTFvZleUfFPTGZkM4vxgAYBnIZf6GebbCqOzutBUMoyXivSiX9JnWaStb7cDuu8d13zvLcsrPIIta17r0wjNZsQhX4I/XwPXUvwAAimQBXnoZ4l5zIB64P7yz5wEAnJvWI/LIk2aWSUREREQJxtCWiDJThyG0zfZOW1FEcORYAIBj03pAUfp/jqrC2qnNtJXzGdr2yGpFaHsA2ax1jUpdnbaKO8vPuT7ELvPf1gREIn0+Vq3Vw0nLmOwOba1V+usf0GiJgWppgWuT9mGOf8oegN0ev33Hw7Bh2Dh1TwCAY2sD1A8+NLeeBAve/n9w3n0LAEAVBEQffgKWIw6Nfd115w2x7eh1N/b7b4iIiIiI0hdDWyLKTMYFobK90xaAXKmNSJAioYF16XV06JelFzC07U20SBuRYN/WBAQCkKJhAAxt+6KUaXNtBVXt9zL/0Lra2LZ9bHaHtjbD6w+vj19oq3ysz7MV906t0QjbbV6wb2zbe3/mdpeGH3kKjst/p9++82+w/eLkbo8R990bnXsfAgBwNtUg/K/HklghERERESUTQ1siykhip9Zpq4pi9q44byBO1Bcjw9oBzLXdaliErICLkPVGKdVCW0FRgHWG0RNuzrTtzWAu849u0L8uVmb3TFvR8L5FquMX2vrf00Nb57zUDG1bZu+BiEv78M35xsuA329yRfEXffVNWM47K3Y7cOm1sP/hoh4f67lL77ZVbrwZCIUSXh8RERERJR9DWyLKSKJP67SNOnOArrmj2cw+TQ9tIz8MYK6tIbQVhrPTtjdCub4YGdas0bezfSRHH7pd5l/b92Jk3cYAVGR3p63x9atxHI+gLjV02u6TmqGtYrPBf/jxAABL0IvoK6+aXFF8yUuWAif8DKKsLSzmP/PXcN5+fa+PF+bMRuf+hwMAHC21CN//SDLKJCIiIqIkY2hLRBlJ9GmdtlEXRyMAgHXyuNh2aNXgOm3FEQxteyON0kNb9fsf9C/kMrTtjW1MeWy7v8v8xU3a11VBAMrKElpXyisrgypoP7aJDXEKbUMhuL77AgDgHzkOKCqKz34TwHXuKbHtwINPmVhJfKnffAt54RGwhAMAAN+RP4frob/1+2Fjt27bm28BgsGE1klEREREycfQlogykoULQnU3Xu+0Vdb0H9oqW1pj25Zihra9sY3RQ1v5Oz20FXI4HqE33S7zr+m709bapM20DRWWAlZrQutKeRYLQsNKAQDWpjiFtl9+qc25BhCdvXd89pko++2L4Ajt3HF//DbQ0mJyQTtP3VCN0IGHwOZrAwD49lkA90tPAJLU73OFPWaic97RAADHlk0I/f3BRJZKRERERCZgaEtEmUeWYQl6AQCKh522AIDycshWbVV4qbr/8QjRZr3T1lrMmba9sYzWu0ZVQ2grstO2d+WG96y2j/AxFIJ9WzMAIFqS5aMRukS63gd7W0tc5pgGPzDMsz0oNUcjxIgilJNP1TYVGaEnnje5oJ3U3IzgfgvgaG0EAPimz4b7rZcBm23Au/Dceb1+47ZbgUAgzkUSERERkZkY2hJR5vF6Y5uqh+EZAEAUERw5FgDg2LQekOU+H24MbTkeoQ8j9U5baZ0htM3nedersjJt3AEAcVMfnbabNsU2lfLsXoRsO3WkIbyu77tLeSDCHyyNbVv3T/HQFoDrvNNi25HH0nhEQns7/PsfBucm7QM0f+VkuD94A/AMrkNfmLEbOg/RZv3aW5sQ/Ov9cS+ViIiIiMzD0JaIMk9np76dw07b7eQqbUSCFA0DdX1fXi1v1kNbDGNo2ytDaCv6fbFtKY+hba+sVoQKSrTNvi7zN5yjxpEK2UwcpXcp9/dvuF+qCvsKrdM24s4DpkzZuf0lw9Sp8I3fDQDgWf0Z8OOP5tYzFMEgfAcfDdear7SbIyrgWvK/IX+f9dx5fexDEOGOPwM+Xz/PICIiIqJ0wdCWiDJPR4e+zcvUY8SJ+lxbrOt7RIJqmGnL0LYPubmIOnbsjrPkc6ZtX7Zf5m9rawbC4R4fo9TUxratYxjaAt3fB2XjToa2GzbExk8EdpsLiOnxI6HlTL3bNvDQ0yZWMgTRKHxHnQT354sBAOGcYbAvfgeoGPr5LUyfBu/CEwFoYzOCd/8jLqUSERERkfnS4yd0IqLBMHTaCnnstN3OPnVcbDvyfT+LkbUaOm0LOdO2L+ERI3e4T2SnbZ/UMq1jVFBVoKGhx8eE1umhpG0sQ1ug+/sQWr9z4xGiS/R5ttb9Un80wnb2M0+GInT9+Pr0U4CqmlvQQKkqfKefD/ei/wIAInY3LIvegjB50k7v2nPHdfrIkbtu7361CRERERGlLYa2RJR5DJ22IkPbGOsUvdM29G3foa3YFdqqogjk5yeyrLQXLdkxtEUOQ9u+CKP7n80ardZDW2E0Z9oCgDBKf9+M789QBN7XQ1vHvL13al9JVVYG3+x5AABnwwaonywzuaCB8f/2crifewQAIFtsEP/7H4izZ8Vl38KUyfAddQoAwNaxFcG7/h6X/RIRERGRuRjaElHmMXQZcUEog/F6aKus7Xs8gtSmhbYRT0HaXDZtmrIeQttBLiiUbayV+mzW3i7zV40zW3fi8vGMYngf1NqdC23FT7RFyBRBhDB7z53aV7I5z9VHJPgeSP0FyYI33wXXvXcAAFRBgPLE05AOmR/XY3juuDbWgSzefWf3MUFERERElJb4mzgRZRx5m/7LqqWAnbYxI0dCtjkAAJYNfXfaWjq1mbbRPM6z7Y80unzHO9lp2yfjZf7h9T2Hj9Im7X7FYgWKipJSV8orLoYiWQAAYsNOhLbt7XBVrwIA+MfvmnYfMlhOOBZRmxMAYPvP873ORU4FoQceg+OaS2O3w3/9J6wn/yz+B5owAf7jTgcA2LzbELj9/+J/DCIiIiJKKoa2RJRxotv0TluJnbY6UURw5FgAgL1hAyDLPT8uGoXV1w4AkPM4z7Y/1kqORxgs0TAeIVLT83gEW5O2EFloRDm7vbeTJISGa+ebrXnooa26/FNtnjAA7JVGoxG2y8lBYMExAABbZyvkN94yt55eRF5+FdZf/zJ2O3DVTbBffH7Cjue5/RooogQAsPzfX4C2toQdi4iIiIgSj78FEVHGUdoMM23z2WlrJFdpIxKkaBio6yX0aW2NbaoF7LTtT4+hbZp1LiZdud6drPY0HsHrhdXXBgCIlnKerVG0RAu8bZ2tgN8/pH0E3l0a23bOS59FyIzcvzo9tu1PwREJ8ocfQTz5RIiK9uGY/9yL4bzpqsQedOxY+E88EwBg9bUjcOs9iT0eERERESUUQ1siyjiyIbRlx2N34kR9ri3W9jIiYetWfXs4Q9v+COXstB200lKo2+dvNvTQaWv4QEEt5zxbI9U437e3D176IX+kL0Im7Zueoa14yMEI5Y0AALjefy21ukoVBeFTfgEpEgIA+I49Fa777wEEIeGH9tx2dWyEhuXv93T7EI6IiIiI0gtDWyLKOGq7Ph4Buey0NbJPHRfbjnzXS2hr+CVfZGjbv5HdQ1vZ5gAsFpOKSRNWK0KFJdpmT5f5G8JIqZKhrZFxtMSQQltZhvOb5QCA4PCRwKg07WS2WBD92ckAACkSQuS5l00uSKe8+z6cjdUAAO+ue8H9/KPJG/FRWYnAyecAAKyBTvhv/ktyjpvi1No6eM+7BNH3F5tdChEREdGAMbQlooyjtrPTtjfWKXqnbWhV/5224nDOtO1XcXFsjiQARJ085wYi0nWZv31b8w4LSUWra2PbxkXLCLCN0d8PuWYIoe2338IS8AIAwnvslZTuz0RxnXdabDv40JMmVtKd795HYtvOK34PWK1JPb77lishW2wAANs//w/YsiWpx085qgr/wp/B8+A9EA5ZAPWbb82uiIiIiGhAGNoSUebpZKdtr8broa2ydl2PD5Fb9NDWWsJO235JEsJdXaMAoDg5z3Yg1DJ9ri02ber2tfA6PYy0jmFoa2R8P0LrBx/ahj/URyPYD0zDRcgMhFl7wD9qIgAgZ8VioLa2n2ckwbZtcP3vFQBAOHcYpGOOTH4No0YheNq5AABL0Af/DXcmv4YUorz7PtyrPwOgzXMPHH8aEAqZXBURERFR/xjaElHGEToNnbYMbbsrK9Mu3wdg2dBzp22kSQ9tLcUMbQciUqwHkLKbnbYDIYwyhLH13efadusgTdfL9xPE+L7J1YMPbYMfGEPb9JxnGyMIEE43dNs+8oyJxWjCjz8bm2UbOfE0wG43pQ73zVdAtmrHtj34d6C52ZQ6UoHv2j93u+1a9w38l15nUjVEREREA8fQlogyjuDVOm0VUQIcDpOrSTGiiOBIba6to3EDEI3u8BB5sz7TVuBM2wFRS/W5tipD2wGxjtGDbmVj9/BRNc5qrWCnbTeG90Mdwkxb62dLAQBRmxPYbbd4VWUa59mnxLaVx58EVNXEaoDwA/poBPdFZ5lXyMiRCJ75KwCAJeSH77o7zKvFROrnXyBn+bsAgNDwstjYCOff74C8+GMzSyMiIiLqF0NbIso4ok/rtI26ctN6XmOiyGO0EQliNNLjQkbKZr3TFoWcaTsQQrkhtPVwPMJA2Pq4zN/SoF3mHnW4gfz8ZJaV+oYPj3XLSw2DDG0bGuBsqgEABKbtmfRZqwkxZgy8u2pjHlw13wFff21eLStXwvPDCgCAb9JMYNddzasFgPvGy7VwHoD9kX8AjY2m1mMG7zV6l61w7bWIXHOTtq2qCJ98RvdxSkREREQphqEtEWUcqSu0lV3seOyJOHGcfmPtjiMS1C2G0HYYO20HwjJaD23h4Xk3EOJoPbSN1hjGI6gqbM1aGBkqquAHLz8lCAiN0LqUt79PA6UsXRbbFvdJ89EIBrZzTo9t+x54yrQ6jAuQWX91jml1xJSUIHzOrwEAlkgQvmv+3M8TMsyaNfC8o80XDhWWwHbuL+C46g/w7b4vAMDZWA3feb83s0IiIiKiPjG0JaKMI/m7xiO4Oc+2J/ap+mJkke92DG2FVoa2g2UfYwhtcxnaDki5Ph5BrTWEj62tsIQDAAB5JOfZ9iRaqgXe1kAn0N4+4Of5Fy2NbbvmZ1Boe+oJkCWta9jy4jOALCe/iFAI1he0wFi2OmD7xcnJr6EHruv/hKjdBQBwPPHADvOjM5n3ujshdI3LUH/7e21ckiTB/dLjiDi0KyLczz2M6Mv/NbNMIiIiol4xtCWizBKNwhLyAwAUdjz2yDpFD21Dq9ft8HWxTZtpK1vtgMuVtLrSmThKDyCFvDwTK0kjpaVQBe3HELHBECRxnm3/jO/LYObafqIvQibsNTeOBZmssBD+Aw4HANhbm6C8+37SS5D//Spsndr3Tv9hx6XOWI+iIoTP+w0AQIqE4Lv6NpMLSpL6ejhfegIAEHHnwfG7X+lfq6qCes//xW7K55wLtLQku0IiIiKifjG0JaLM4vXGNtUcdtr2aLwe2io/7thpK7VrnbaRnEJemj5Qe+8N3+SZCLvy4D7nJLOrSQ8WC0LDSgEA1iY9eDR23VoqGdr2RBo9hNA2EIDrhy8BAP5RkzKui9513mmxbTNGJPj/blyA7OykH78vrmv/GOssdTz1ILBxo8kVJZ7/lnsgyREAQOTcXwO53X8esJ1/FnzzjwYA2Ns3w3vKuaYvYkdERET0UwxtiSizdHTo2wxte1ZaGlucxlK9Y2hr7dBCWzkvs0KdhLJa4V79OWytzRDnzja7mrQRKdHCR3tbCxAKafetr4193TaOoW1PbGMN84CrBxjafvEFxK4QS56dOaMRtpOOOhwRt9bl7nzrZcDnS97B6+rg+eR/AIBA8WiI8w5M3rEHYvhwRH79WwCAJEfgvfIWkwtKsNZW2B57AAAQtTrguvy3Oz5GEOB++l8I5RcBADzvvYrwA48ms0oiIiKifjG0JaLMYlwJmrNFeyaKCJVri5E5GquBaFT/mt8PKRwEACgFDG0HRRAAu93sKtKKWqaPlcCmTQCAyAZ22vbHOkZ/X8LrBxbaBt7XRyM45+8d95pM53AgdNSJAABL0JfUOaWBB56IzU7FmWcBYur9eO266hJEXNoHma7nHwU2bDC5osQJ/OU+WIJaaB865WyguLjnBxYVQXr4wdhN4fe/hbo+c98XIiIiSj+p91MlEdHOMHTainnstO2NPEYbkSBGI0Ct3tmI1tbYplrI0JYSSzRe5t+1QJJcYwghR3Ehsh4ZZtpGawYW2kY+1Bchs+yXeZ22AOA+Xx+REHgwSSMSFAV4VBuNoAoCnBecmZzjDlZhIaIX/R4AIMpReC+/2eSCEsTng/R3bV6tIkpwX/fHPh9uOe4o+E46BwBgDXrhP+EX5ixkR0RERNQDhrZElFkMoa3ATtteiRPH6TfWGkYkbN0a2xSGFSaxIspGliq901bZqIWPwiYuRNYvw/siDGSmrarC8aXWaRvOKQQmTEhUZaYS9t0HwSIt6Hd/8g7Q3JzwY6qLl8DZoHVnemfPB0aPTvgxh8p5xe8QducDAFwvP9H9e3+GCP3jYdi6Rvz4j/g5UFXV73Pc/7oHgVLtce6vPkbw5rsSWiMRERHRQKV0aHv99ddDEIRufyZNmhT7ejAYxIUXXohhw4bB4/Hg+OOPR3MSfkAnotSldujjEaQCdtr2xjFNX4wsvLqX0HYEO20psWyGy/xDG7ROW0uD1vkdzikEXC5T6kp5eXmIOtwAAKlxAKHt2rWxICs4Y6+UvHw/LkQRysmnapuKjNDjzyX8kN579QXInBem1gJkO8jPh/y7PwDQ3h/vZTeZXFCcRSJQ79IDV/dNlw/seTk5sD/3BNSuhTetN10D9euViaiQiIiIaFBS/qf2qVOnorGxMfbn448/jn3t97//PV577TW8+OKLWLx4MRoaGnDccceZWC0RmU1u0zttpXx22vbGMtkQ2n63LratbtFDW0sRQ1tKLHGU3mkbra4DZBn2Ldps23Axu2x7JQgIFXUt4tZS1++q99HF+mgE2wGZORphO9d5+oiEyGMJHpHQ3g7nGy8BAMLufFh+dkxijxcHzj9drH0gAsD1n6ehfv+DyRXFT+SJZ+Fo0T7E6Nz/cAi7TB/wc8X99kHw4ssAaIu1BX52GhAMJqROIiIiooFK+dDWYrGgpKQk9mf48OEAgPb2djz88MO4++67cdBBB2HmzJl49NFH8cknn2D58uUmV01EZpG36Z22lkJ22vZqnD4eQflR77SNtugzbS0lDG0pwQyX+asb64DmZoiytjCeMpLzbPsil2nvnRQOdptF3ZPAe/oiZPYDMzu0xZQp8E7cHQDg+f4L4IfEhZKRp56HJRwAAIR/dirgcCTsWHGTmwvlkksBAKKqwHfZjSYXFCeKgsjNt8duegbaZWvgvOMG+MfvCgBwrV8F/x+uiVt5RERERENhMbuA/qxduxZlZWVwOByYO3cubrvtNowaNQorVqxAJBLB/PnzY4+dNGkSRo0ahWXLlmHOnDm97jMUCiEUCsVud3TNwIxEIohEIol7MZSWtp8TPDfSQ2TrNti7tmW3C2qa/70l7PwbMQKC3QVLyA/LhrWx/YcaWmDd/pjCPJ73lNjvgcOHQxIliIoMoaEO0erq2A8mavlInn99UEaOjG1HNmwAcnv/kEpcroW2imSBPGM3II3e16Gcf+LpJwNXfwkA8D7wBOx33JCQ2oL/fDj2/dJ+wRlpc75Kvz0foXv+AnvHFrhffw6Rr/8ETJ1qdlk7Rfn3q3DVfAcA6Nx1bzjmzB78eS4IsD7/KOQ950CKhuH8518QOEL7PSNd/m4ps/B3EDITzz8yW6afgwN9XSkd2s6ePRuPPfYYJk6ciMbGRtxwww3Yd999sWrVKjQ1NcFmsyE/P7/bc4qLi9HU1NTnfm+77TbccMOOP8C/8847cHF+HvVi0aJFZpdAAzDmm9XYfkHk8tWrsbXPR6ePRJx/cwpKUdy0HvbGDXjjtdegShLGrvga07q+vmzNGrS++Wbcj0vpKVHfAw/wDENeRwuE+mp8+d9XsWfX/RsiAdTy/OtVpRxGftf2iv/8B80NDT0+ztrZiYUbtTCruXQcPvvww6TUF2+DOf/sZcOwQBAhqgqijz2G9/abFfc5vjm1tTho9WcAtPd1eWMD8GZjXI+RSKOOPAoznn4Egqqi9pzfYtW1l5hd0tCpKmZdeg3Kum5+e/iB2LwT3ztG/fy02HsTPuVMWP5xN38GJFPx/CMz8fwjs2XqOej3+wf0uJQObQ877LDY9i677ILZs2dj9OjReOGFF+B0Ooe83yuuuAKXXKL/cNrR0YGKigosWLAAuX10qlB2ikQiWLRoEQ4++GBYrdb+n0Cm8j/3Rmx79sEHA7vtZl4xcZDI88839TGgaT0kRcZhU6YAY8fC99jLsa/POfxwYMqUuB6T0k+ivwcGRo0BVrXA42/DdIc+h3rqoQdi2sKFcT9eplAamoH/PAMA2G1YCaTe3qs334ptuhYswMI0e0+Hev51Pvgc8pa9g/y2RizMLwD22TuudQUvuiy2nfPbX2Ph4YfHdf8Jd8ABCL7xBhxtzRj75RKMKr8b2GUXs6saEvXDJbDVfg8A8FVNxazrrgG6FhUbkkMPhfeHdfCsWIL8tiaM//ujKF/0H/4MSEnH30HITDz/yGyZfg5uv+K/Pykd2v5Ufn4+JkyYgHXr1uHggw9GOBxGW1tbt27b5uZmlJSU9Lkfu90Ou92+w/1WqzUjTwaKD54f6UHo9Ma2rYWFQIb8nSXi/LNMngi817X/mhpg0iSI29r0Y5aUZMz7RzsvUd8DAyMrgFVds+g//Tx2v23cGJ5/fRlbGduUaxrg6OW98i3+LHYJv2fBPpDS9D0d7PnnPu90YNk7AIDQw8/Bc+AB8SsmEoHyvLbImWyxwfXLM9LvXM3Lg3L55cDlvwcAhK64BZ53XjG5qKHpvPEu2Lq27dddAYvN1ufjB8L68hOITJ4Oa6ATEz5ZhOB/34D15BN2er9EQ8HfQchMPP/IbJl6Dg70NaX8QmRGXq8X69evR2lpKWbOnAmr1Yr33nsv9vU1a9agtrYWc+fONbFKIjJVp74QWV8zHglwTBsf2w5/tw4AIGwzDJQoLEx2SZSFhNH6YmTWz/UFs4yLlFEPDO+PvLGu14cpS5bGtqV9MnwRMgPLz45B1K6NvLL99wXAsJbBzpJffR329s0AAP/BxwDD0nPRRvvF5yNUWAoA8Cz6N9QVX5pc0eCpX32NnI/fBgAESiphOfXn8dnx6NFQ/3Zv7Kbwq18D/YxfI+rV5s3wXnQ5gn/7F6AoZldDRERpJKVD2z/+8Y9YvHgxampq8Mknn+DYY4+FJEk4+eSTkZeXh3POOQeXXHIJPvjgA6xYsQJnnXUW5s6d2+ciZESU2YROw2UGOTm9P5BgmWwIbVevBQBIXaFtxJmTfp1jlJZsVeWxbcu2LQAAVRAAw0Jb1ANDaCvU9RLaRiJwrtLmrgaKR2fXe+rxIHDIsQAAm3cb5Dfe6ucJA+e/95HYtvs3Z8dtv0nndAJXXhm76bv0evNqGSLvNX+ObUuXXQpY4ncRoe2cM9B58DEAAHvHFvhO/iWgqnHbP2WJtjb49z4Ynvtuh+O358N/+vkMbomIaMBSOrStr6/HySefjIkTJ+LEE0/EsGHDsHz5cowYMQIAcM899+CII47A8ccfj/322w8lJSV45ZX0vLSLiOJD8GmdtorFCvQwBoUMxo2LbSo/aqGtpV0LbaN56dk5RunHNnbHjtpQAUdz9MvjQcSdDwCwNPUS2n7zDSwhbZGDyKzs6bLdzn3+abFt//1PxmenDQ1wL9EWuQqOKIe4YH589msS+4W/RHCE9sGJ54PXoH72eT/PSCHr1sH95osAgFDeCNjOPyu++xcEOB7/Bzrd2lUn7g/fQOgfD8X3GJTZ/H74DjoCrrUrY3e5nnkI/p+fBciyiYUREVG6SOnQ9rnnnkNDQwNCoRDq6+vx3HPPYezYsbGvOxwO3HfffWhtbYXP58Mrr7zS7zxbIspsolfrtI26cnduIZJsUFqKqMMNALDUrAMUBVZvKwBAZmhLSSJUlO9wX7SEoxEGIlysvU/2zfU9dm6FP9BHIzgOzL7QVlwwH6GCYgCA64PXgW3bdnqfwQefhKhq77VyxpmAJO30Pk3lcEC8+qrYTd8frzOxmMHx3nBX7O9Cvfh3WudwvA0fjm8uvjB2U/zD76GuWx//41DmCYfhO/R4uL/Svg+HPQVQRO37heulJ+A//jQgEjGzQiIiSgMpHdoSEQ2W5Nc6bWUXRyP0SxAQLNe6bR2N1UBrK4Su4EcpZGhLSdLD7FqlfJQJhaQfeaT23onRCNDSssPXgx/oM4JtB+6dtLpShsWC6M9OBgBI0TAiz760c/tTVSgP66MRXBecuXP7SxG2X52tjc8A4PnoLaifLDO5ogFobITzuUcBaON8HJf8OmGH2jJ7JjpP/iUAwBrywf+z04FoNGHHowwgy/AdfwbcH2nzliOuXFg/fBfysy9ClrSrSFz/fQ7+E85gxy0REfWJoS0RDYj69Up0ztgXHfsfAXXVarPL6ZXFr3XaKm4uQjYQSpUW2opyFPjSsAhNARchoyQpKYl1H20njman7UAIxsC7h7m2tq6F3aIONzB9erLKSimu8/QRCcGHn9qpfalLP4Gr7kcAQOceBwCGq7/Sms0G6bprYjfTodvWf+tfIUXDAIDIORcA+fkJPZ7jvjsQGKn9fbtXLkPwxjsSejxKY6oK31kXwv368wCAqNUB8fXXIMzcHdYTj4Xy0r8RtWjju1z/fQ6+k87mjFsiIuoVQ1si6pf89iJE99oXOV9/jNwlb0DZbQaCV94IhMNml9ZdJAIpHAQAKG522g6ENElfjAzLl8c2heHstKUkkSSEhpV1u8s6hqHtQFiq9PdJrf1JaFtXB8dm7b7A9NlxXaApnQgzd4d/9CQAQM6XS4CamiHvy2dYgMz56zRegKwHtl+egUDZGACAZ9kiKIs/MrmiPrS1wfrwPwEAstUO15W/S/wxPR7Yn3sCiqD96mS79TqoX36V+ONS2vFfchXcTz4AAFAkC/DiS5AO3C/2desxh0N96ZVYx637pSfgPZWLkxERUc8Y2hJRn0IPPAbhiIWwBjpj90lyBI7brkNgykyoK77s49lJ1qnXqOaw03Yg7NP00FZeqoe2UhFDW0qen86w7WlxMtqRfZz+PoXXdw9tlY/10QjSflk4GmE7QYB4xumxm8FHnhnafjo74XhV65yLuHJh+fnx8agudVitkG64NnbTf2nqdtsG7/ln7GeSwM/PBEpLk3JccZ+9EPrd5dq2HEXgZ6cBwWBSjk3pIXjTnXD99TYAgCoIiD70OCxHH77D46xHL4Ty7AtaqAvA89xD6PzFhQxuiYhoBwxtiahnqorA5TfA/quztEvnAfgPPhr+314Ru5TZuX4VlNlzELzuttSYydXRoW/nsNN2ICyTxuk3Pv8stsnQlpJJHdl9MTJhNGfaDoRxjERkQ/fQ1r9IX4TMOS/7FiEzmS/JyAAASfRJREFUcpx9SmxbeeJJQFUHvY/IMy/CEvQBAELHngy4XHGrL1XYzjwV/nLtgzzP5x9Aee8DkyvqQSAA4W9/BQAoggjPdX9M6uGdf74OvokzAACu6u/g/92VST2+KRQFob/8Hf7SMehceCKwdavZFaWk0D8eguPaP8Vuh++6F7YzT+n18dYTjoHy5DOx7u2cp+6H95TzGNwSEVE3DG2JaEeRCHyn/BLO26+P3eU/+yK43noZrr/eCnz2OXzjdwPQ1XV745Xo3OMAqBuqzal3O0OnrZDHTtsBGa932krb9F/ErMWcaUvJs8MM2x4WJ6MeGN4nZeNPxiMs0zptVUGAMHdOMqtKPZWV6JyxLwDAtfGHIV3WHvqnPhrB/ZvMGo0QY7HAepPeYev/03VDCrgTKfzAo7C3aYvu+RaeAIwb188z4sxmg+vlpyBbu2aSPnAP5EXvJ7eGZKqpgW+v+bD/8TdwNVUj560XEZi2B9Svvja7spQSefYlWC86P3Y7cNVNsF9yYb/Ps5x8ApTHnowFt57nH4b3hLNSoxGCiIhSAkNbIuqusxO+eUfC/Zz+C2rwlrvgeuhvgKR12IozZ8C96lP4f3eF3iHw9ceITpmOwB33mtclYOy0ZWg7MCUl2iJFPyGOYKctJY+1Su+0VSxWoLjYxGrSSLn+vgmbDKGtzwfXj18DAPyVUxO+SFM6cJyjL0jmf+DJwT15zRp4Vmqdy76qqRD2nBXP0lKK9fSTYjOAPV9+BPmd90yuyCAahXz7nbGbnhsvM6UMYeoURG64LXY7ctqZQFubKbUkjKoi8s+HEJk8He5Pu3dcO5tqIM/ZC+HHhjhqJMPIby+CePopEFXtZ1//+b+H86arBvx8yxmnQHn6udhVbJ5XnoD32NOASCQh9RIRUXphaEtEuoYG+GftB/dH/wMAyBYbIk89D8eVfwAEoftjbTa47rkV+HAxgqWVAABryAfnZRfDO2NfqN99n+Ti0a3TVsrjeIQBEQQEy3voVBrG0JaSxzjDNjR8JCDyx5MBcTgQyhsBALA26aGt+ulnEBWtU0uZk92jEbaznnICZIsNAGB56VkgGh3wc/33PRrbtpx79o7/H2YSSYLtlutjNwN/ujZlum2jz7wAZ1MNAKBzn0Mh7D7DtFocl/0Wvj0P1LZb6uA752LTaom7tjb4jvg5rL8+F9agFwAQKBoF+aln4Z+qfWBhCQdgO+tU+C/4w6D+LWUaZekyqMccA0nWAlb/iWfC9Y+7Bv09wnLyCVCefym2OJnntefgO/Kk1Fvwl4iIko6/FRERAEBdtRrBGXPgWvM1ACDsKQAWvQvrqSf2+Txxv33gWPMNgmf/Onaf55tPoOy6GwJX35LUTgG1Xe+0FQvYaTtQypjxO97J0JaSSKjQO0ajpZxnOxiRrkXc7FsbYuFJ8H19ETLn/CxehMyooAD+A48AANi3NUNZNMAO0mgU0tOPA9BWgrcbOnYzleXkE+CvmgoA8HyzDPKb/zO5IgCqitCNf47ddN94uYnFABBFuF98DBGX9rOG+5UnEXnuJXNrioPokk8QmLgb3G++GLvPe9Iv4Vz7LaRTT4LriyXwn6SPB3Hdfzd8ey8ANm82o1xTqd98i+ihh8MS8gMAfAuOhevpB4f8oaPlZ8cAr/w79uGS+3+vIHTkzyGy45aIKKsxtCUiyO9+gOjsveFo0Tq1AiWVsH66FNIB+w5sBzk5cDx8H5QPFiNQoQWAUjQM5y1Xwz91FtQVXyaq9G7kbXpoa8lnp+1ASZN6CG0LOdOWkmjCBEStDm17t13NrSXNKGVaaCsoCtDYCACILNFDW8t+7LTdznW+Hrj6HnhqQM+R33gb9tYm7TkHHgkUFSWktpQiirDddkPsZjAFum3l19+Ce/23AADv9DkQD9jP1HoAAKNGQf37fbGb6nnnx/4Npp1gEN4LL4N4wL5wtmwEoH14H3n+FXiefRDI7fog3OGA65mHEPrrP2Ndoe7PPkBg2h5QPl9hVvVJp67fgPABC2DzbgMA+ObMg/u/zwAWy07tVzrqcODV12L/H3o+eAO7Xnc7EAjsdM1ERJSeGNoSZbnI488Ahx4Cq78dAOCbPBPOr5ZBmDJ50PsSD9gPzjUrEfjNn2Kzbl1rV0Ldc08E/3AVEArFtfafktsM4xHYaTtg9undQ1tVFIG8PJOqoaxUUADl+ZfQedHlyPnz1WZXk1YE4yJudXWAosD5pRbahvJGAGPHmlRZ6pGOWIiIOx8A4Hz7FcDr7fc5/vv0+e6u35yTqNJSjuWEY+Ebr32A4v7uc8ivvmFqPYHr9BmyzhuuSJkRFbYzT4XvsJ9p252t8J10jukB92ApS5fBP3E3eP5xhz6XdY99YVv9NawnHrvjEwQB9t/+CsIHHyBUUAIAcLbUQt17b4QfeiKZpZujoQHBfefDvq3rw5xpe8L9zr8BhyMuu5cOWwDhjTcQtbsAAKO++wKhQ48D/P647J+IiNILQ1uibKWqCF1/G6xnnhqbxeXbfyHcn30IlJQMfb9OJ5x/ux1Y/il843YBAIiKDMfdt8I/dY+Edt0aO22FXHbaDpRlYveZthFPIWeKUtLZjj0cOffelh2djHFkqdRHS6i1dcAPP8DqawMAhGbunTLhVkqw2xE6Whv5Ywn5EX3pP30/vrkZ7vdfAwAEC0shLTwkwQWmEFGE48+GbtvLzOu2VT/6GJ6vPgYA+CunQDr6CFPq6JEgwP3k/QgWlgIA3EveQvjeB0wuaoBCIQQuvgzCvnvDVbsGgLaWQfi6W+Ba9j4wqu9RNeK+e8O+agV8u84FAEiREGzn/gL+X16cuYtobd0K/74L4GysBgD4q6bA/eGbQE58f+aUDj4IwttvI+LwAAA8y96D/+CjGNwSEWUh/lZOlI2iUfjP+jXsN1wZu8t36nlwv/tfwOOJyyHEPfeA+7sv4L/8xtgldK71q7Su2z9dm5DFFZR2vdM2dikf9W98907baB7n2RKlC7txEbf1dYgs1kcj2A7gaISfcv/q9Nh24MG+RySEHn4KoqzNCVZO+8VOX/qcbqRjj4Jv0u4AAPearyC/8l9T6vBee3ts23r1Zan3oeKwYbA+/nDspvinP0D9ca2JBfVPXfkN/NP3hPPeOyB0hfG+aXtC/OpL2K6/cuDnelkZ3J9+AN/p58fucj18L3x7zQeamxNRunk6O+E/YCFcG1YD0EaJuT56J2FrAEgH7AvlzTcQtLkBAK5P3oN/3hGAz5eQ4xERUWpKsZ96iCjhfD74DzkWrsfvj90VuOZWuJ+8P/6/kFqtcN12DcQVX8A3fjcAXV23d94E/7Q9oX69Mq6HUwwLkTG0HYTiYkSdelgv53OeLVG6EA3jEaIb6hB8b2nstuMghrY/Jey9FwIllQAA97JFQFNTzw9UVcgPGkYjXHhWEqpLMYIAx+03xm4GL78OUJSklqB+8y1yPnxdO37RKFjPODmpxx8o6YjD4PvFBQC0Lm7/z06PLQyYUmQZwZvvhLLHLLjWfqPdJVkRuO7PcH+1FMK0qYPfp90O9xP3I/T3f+mLaH2xBMFpM6Es/yye1ZsnGIR/wdFwrdJeT7CgBI4li4CRIxN6WHGfuVh2w7UIO7WfaV3LP4D/IAa3RETZhKEtUTZpboZ/zoFwva/9AiRLVoQeehLOGxM7H07YdRe4V38G/2XXQ5G0YNi1diXUPfZA4Iob43cZXYeh0zbOl6plNEFAsFwfkaAWsNOWKG1U6KGtUlsP6TOt01a22ICZM82qKnWJItRTTtU2VQWhx5/r8WHqp5/BVfMdAMC72z7AhAlJKzGVSEcuhG/qngAA97pvEH3hlaQe32foshUu/SNgtSb1+IPhvu9O+Mu1K1fc337abQ5vSqipgW/OQXBc8ydIUe1qJ9/Y6RC/+BzO6y/b6Q/u7ReeC2HxYgSHlQEAHFs2Qd13X4Tvf6SfZ6a4SAT+I38O1/IPAGgLtNk/fAfC+HH9PDE+OiZPhPr2m3pw+9mH8B+wcEAzuYmIKP0xtCXKEuqaHxGcMReuVZ8DgPbD31tvw37Oaf08M06sVrj+fB2Ezz6Df+x0AIAoR+H883XwTZ8N9Ztvd/4Yney0HSpljGFEQoIu9SOiBBg5EmrXh262776Cq+5HAIB/8sy4LYyTaVzn6v/vRR99ssfH+O7Vgyb7BWcnvKaUJQhw3KF324avvA6Q5eQcu7oarte0UD2UOxz2X6f4QnBuNxzPPxFbiNV++41Qv1hhclEAVBXhhx5HZMoucH+xRLtLEOC78FK4V38OYbdd43Yoca85cKxaAd/u+wAApGgYtgvOgf/MXydkLFbCKQr8J58N17uvAgAidjekt9+EsMv0pJYhzt0T0nuLEHZpi8S6vljC4JaIKEswtCXKAsrHnyCy515wdC2cEBheDuvyjyEdfFDSaxF2nwHXd18g8IeroYgSAG1WnrL7TASuvmWnLicUOgyhLTttB0WapIe24giGtkRpw2qNreDuaKiO3S3sxdEIvZo0Cd7JewAA3Gu+BL77rvvX/X7Y//0sACDi8MB6ygnJrjClSIctgHdX7XxyVX+H6LMvJuW4vhv/AlHRAmLloosBlyspx90Z4l5zEPrDVdq2HEXgZ6cBgYB5BXm96DzuDNjOPRPWgHY1UqB4NJR3P4D773cAdnv8j1lSAvey9+A768LYXa7H/wnf7AOBxsb4Hy9RVBXB8y6G62Vt9rVssUH4738h7T3HlHKkuXvC8sG7CLvzAQCuFR/Bv/9hQGdn308kIqK0xtCWKMNFX/w3lIPmwdaxFQDgG7cLnF8tS3qXQDc2G5x33QRh+XL4q6YAACQ5AuctV8M3bU+oK74c0m4Fn/aDq2y1AzZb3MrNBvZp+mV+UhFDW6J0Ei2p2OE+18F7m1BJ+rCeqXfb+h98utvXos+/HAu4gkf/PG4LdKYtQYDT2G171fWJ77ZtaYHjaW1xr4jDA+cfLuznCanDees18E3WRpO4Nv4A/8WXm1JH5KtV8E6ZhZz/6Avu+U44E84fv4F00P6JPbjNBvcjf0fo/ke1n8kAuL/+RJtzu3RZYo8dJ6E/XQPHw/cBABRRgvz087AcMs/UmsQ999CCW08BAMD15cfw73coYGxaICKijMLQllKXqgKrVwObN5tdSdoK3XUvpJ8fD0skCADwzpmnXRpXXm5yZRph1h5wff8lAr+7InY5oXvNV1BnzULwN5cCfv+g9id5tR9aZSe7bAfLcuxRCA0rRcSVB8cpx5ldDhENglK+Y2gr7j3XhErSh/0XJ8Wu9hCefbrbAlvB+x6ObXt+k8WjEQykgw+Cd+Z+AABX7RpEnng2cQfr6ID/3Ishdf3sEj7zfKAwjRbItFrheulJRK3aeBLXQ3+D/L93k1pC+18fBWbvCU/dDwCAqNOD6JPPwv3Co0kdH2U//0wIH3+M4Ajt505HayPU/fdH+N4HklbDoKkqQpdfB/tdt8TuijzwKGwnHmNeTQbirJndg9uvP2FwS0SUwRjaUmpqb4fvyJOAadMgl5XDd9r5wPr1ZleVPrxe+H9+FuyXXgxBVQEAvuNOh2fxm0BensnF/YTdDuc9t2pdt+O6Zt2qChx/vwvBibtCXbZ8wLsS/V2dtm7Osx20YcNgb9wIa8smCJMnmV0NEQ2COKp7aBsoHQOUlJhUTZooLoZv7sEAAGfzRqgffazdv24dPCsWAwD8oyZC2IvhNwBAEOC6U++2jV5zw06NM+qRqiLy3EsIjpkM16vPA9AWTHVf/fv4HicJhCmTId+iL6IWOe1MYNu2xB/Y50PrUWci7/dnwxrRxjKEJu0Ky8ovYTntpMQfvwfinntoc2730Lp7JTkC28W/gv+084BQyJSaeiXLCJ51Aey36+e6//Z7Yf/l6SYWtSNxj91h+fA9hD3ahxmulcvg3/cQoL3d5MqIiCjeGNpSylGWfYrApN3gfuMFANoiBu6n/wVl/AT4jj0VWLPG5ApTm/rV1whM2wOuFx6L3ef//VVwv/R4So8MEPacBdd3K+C/6hbIFu1SOkf9Oqj77IPAn64DIpF+92Hxd3XaehjaDonVCrjdZldBRINkHdM9tI3M5miEgXAaFiTzPaBdQu7/52Ox+8Rzzga6FnkjQDxwf3j31GbhOzetQ+TRp/p5xiDU1MB74BGwnnwCHFsbAABRuwvR+x8GRo6M33GSyP6Hi+CdOx8A4NiyCb6zLkro8SIrv0PH5D1R+Nrj+n1nnQf7l8uA8eP7eGYSFBXB/cki+M77Xewu19MPwj9rf2DTJvPqMgoGETjyRDge17uA/bfcA9efEvv3NlTizBmwLHkfoRxtpJXrm+Xw77MAaGsztzAiIoorhraUOhQFgRvvAPbdB86mGgBAxJWHSNel7qKqwP2fZ6BMnoLOE88GamrMqzUVqSrC99wHZfYcODdqwXbE7kbooSfhuvvm9PjF02qF6+YrIa76Bt6pswEAoiLDeeeN8O66F9RVq3t/bigEKaqtTKy6OR6BiLKHbWz30NZ5EBchGwjLz45B1KF9UGV/9QXA74f4xGMAtBmWjnNTq7suFbjuvCG2Hb3uxgF9oNqnSATBG+9AdOIU7WqgLt4Dj4BlzXcp1+E4KKIIzwuPxhaOcv/3GUSeej4hh+r8xxPAnrOQW6ctqic73FCfehrWRx4AnM6EHHPQrFa4H7gH4YcNoyO+/RSh6TOhLP7I3Nra2hDY/1A433oFAKCIFgQfeRquK39nbl39EGfsCttH7yOUOxwA4Fr1GYNbIqIMw9CWUkNzM3z7HQbndZdBlLXL7Xy7zoV19dewNtQicNXNsR9IRFVBzouPQh43AR0nnQd17TozK08Nra3wH3ocbJdcBCmiXWrmmzgDlpVfwn7Oaf08OfUIEyfA8/XHCFxxY2zmoOf7L6DM2B3+q27p+ZdEw+q5ag47bYkoewg/GY9gPYCdtgPidiNwqDbD2+prh3Lx7+DYonX9+fZbCJSWmlldShL32wfevRYAAJyN1Qg/+Hg/z+idsnQZ/JNnwnHdZbCEtUv5g8NHIvL8y/C89yowenRcajZVeTnw9/tiN9ULLohvZ6nfj23Hn4OcC38Ba1hbByA0cTqkr1dAOPWU+B0njmxnnwbxk6UIFGt/v/ZtzcC8gxC6+z5tPYtka2xEYPb+cH6mjUWJ2N2I/vcNOM5Kzffvp4Rdd+ke3K7+HP69D07OOA4iIko4hrZkOvntRQhN3hXupe8AAFRBQOB3V8D9+WKgshLIz4fz5qtg31SNwNW3INLVsSDJEeQ+/yDUiRPRecTJUL9ead6LMJGy5GMEJ+8G1zv/id3n++Vv4V65DMLECeYVtrMsFjhvvQbCsmUIjJ4IQBuV4br1avimzd7x79u4AEMOO22JKItU6KFtxJULTJliYjHpxX2+/sGm+PCDsW0XFyDrlfsuvdtWueEmIBwe3A62bYPvtPMh7rMXXOu/1fYjiPD/8mI41n8H64nHpcfVQQNk+8XJ8B3xc23buw2+n58dl3BSXv0DOqfORsErj8TuC5/xS9i/+hSYOHGn959I4h67w7nqC3jnzNNuy1HY/3AR/Kf8EggGk1fI2rUIztwLzh+/AQCEcodD/OB92I5YkLwa4kDYZTpsH3+AUN4IAIDruy/g33s+0NpqcmVERLSzGNqSeSIR+C++HNJhC7RP2QGECkugvL0Izntu1eZrGnk8cN50Jaz11QhderX2iym6Om/feA7CjN3gPeAIqB8vTfYrMYcsI3jNzcAB+8PRUgcACHsKEXnpv3A/+FfAbje3vjgR9pwF5/dfIXjxn6AI2rcs949fQd1jD23W7fZfFg2dtkIeO22JKIuUlCA4rAwAENx3ASBJJheUPsT5ByFU2H3RtlB+EaQjDzepotQnzJ0D734LAQCOllqE73+kn2d0UVVEHn8GoTGT4H76X7G7fZN2h/DZZ3A9+H9Abgb+/y0IcD/+j9i/UffSdxC65x87tUv/v56CMnMP5NSsAgDIdheUx5+E7fEHU2ccQn+GD4fno7fh+/UfY3e5nnsEvj0PABoaEn549fMvEJ61NxyNNQCAQNFo2D79GNLcPRN+7EQQpk/Tgtv8IgCA6/sv4d9rHrB1q8mVERHRzmBoS6ZQN1TDN3M/uO7VV9b17Xso7N+vhLRgXt9Pzs+H/Y6bYG2oRei6WxHu+lQZADyL34Cw7z7wzdof6oeLE1W++Roa4N9nARw3XwNRVQAA3pn7wfb9SliPP8rk4hLA6YTj/26HsHw5/GOmAtC6Mpx33gj/lJlQP/+iW6etkMtOWyLKIpIE2/9eh/+a2+B59F6zq0kvFguiJ3S/DDp68hk7fnBM3XTrtr35ln67I9W16+DdewGsZ54Ke1sLACDi8CB0+1/h/vZTCHvMTGi9pisshPUJPdyWrrgU6g9DWFg3EED7z8+F6/zTYQ35AAChcVMhffUFxDPSbxwWLBa477sT4ceeQdSmhc3ubz9FcNpMyB8vS9hh5bcXIbrfgbC1bwYA+MZOh+PLTyBMSu0O5f4I06bCtvRDhPKLAQCuNV9rwe2WLSZXRkREQ8XQlpIu8syLiE7fDe5vlwMAFMmC4C13wf3hG0BR0cB3lJcH+/VXwNZQg/Bf7kVwhH55qPuLJRAOPACdey2A8unn8X0BJpNffwvhybvCtfx9AF2XFP7peng+fV+bnZbBhD1nwfXdCgT+cHVs1q1r/Sqos2cjcu1NsceJ+RnYqUNE1Adx5gy4brwcQmlJ/w+mblzndQ+73BedZVIl6UOYtQc6D9I+JHZsrkfovod6fmAohMBVN0GZOg2eZe/G7vYechysa7+H/U+/BSyWZJRsOmnhIfCddSEAwBIOwP+z0we1kJvy/Rp4p81G3gv6ex065SzYV34GTJ4c93qTyfaLkyEtW4pg0SgAgGNbE3DA/r2fVzsh+tRzwBGHwxr0AgC8M/bVfm8YWRb3Y5lBmDIZtk8+RLBA+7/A9eNKBrdERGmMoS0lj98P32nnw3rqibD6ta7IQNkYYOkncFz5B0Ac4unocsF2yUVw1K9D+IFH4a/QPyXPWbYI4pw90bHPQsjvfWjOAgfxEg4jcOEfIR25ELYO7Qev4LAyKO++D9ft12XP5bB2O5x33QTh88/hm7AbAG1EhvXDRbGHSAUMbYmIaGCEGbvBu/u+AADvvodxJvAAee68Xr9x661AINDt6/L7i+GfuBuct14bWyQ1WDQK0X+/Bs/bL2f8B809cf/9DvgrtPUG3Ks/R+DaWwf0vOCjz0LefQ94NmgzgKN2F+SHH4P96UcAlyth9SaTsPsMOFZ9oY1HgLZ2hf2ic+E788LBz03uRfiuv8Fy+smQZC0s984/Bp6l/wPy8+Oy/1QhTJ4E+ycfIlioLaboWvsN/HMPAjZvNrkyIiIaLIa2lBTqt6vgn75n9xlmR50M5/dfQZw9Kz4HsdlgO+9MuKpXI/zQ4wiUVsW+lLv0LUjzD4Rv2mxE7/or8OqrwLffdpuDmtI2bIB/933g/MdfYnd5DzwCjh9WwnLQ/iYWZh5h9xlwr/oMgStvhCx1v4xVKuB4BCIiGiBBgOfd/wKvvQbPG8+bXU3aEHafAe+C4wAA9tZGhP72gPaFLVvgO/EsSPMOgGvjDwAARZTg//Uf4djwHSzHHGFWyeZzueB48anY1UL2O26Csvyz3h8fDKLz1F/BcfYpsc7Q4JgpsHz5OaSzf5GMipNrxAi4P34H/nMvjt3lfvwf2oJlOzPnVlUR/MNVsF3629hd3lPOheetF9NnBvAgCZMmasFt1yxl17pv4Z9zINDSYnJlREQ0GAxtKbFUFeF7H4A8cxZcG1YD0LoDwvc/Avd/nk7MghOSBNs5Z8BZ8wOi9/4TwZLRsS+5v/sclkt/Dxx9NLDLLkBuLsK5w+CdNBMdC46H91d/QPgv90J97XUt1G1vj399gxR96jlEpu0G12ptzIMsWRH881/hee9VYPhwk6szmdUK5y3XQPxyBXyT94jdLe22i4lFERFR2ikoAI44Asjhh36D4TZ22/75NkT+8SDCYyfB/eJjsbt902ZDWLECrvvuBNzupNeYasTZsxD649XatiIjdOLpgN+/w+PUH9fCO30Ocp55IHZf8MQz4Pjms8zuBrda4frX/yHywCOQLTYAgOerjxGatjvkdz8Y/P6iUQROOxeOu/WuZt8l18Dz1AMZP5pDmDgB9mWLERyudbW7NqzWgtvmZpMrIyKigcrs/6nIXG1t8J1y7v+3d+dxUZX7H8A/Z/YZNncU2RRN1FwAF3BJbRGvZXqvWbngmmlBZtavrveWppmluWSay60Es1TUK0WKdl3AXNBSoVwQlUBTAS0VRbYZ5vn9MTAywsCg6Izyeb9e5zUzzzzznOeMn5fil3OeA6etG81NeS3aQ/v9Oija3Ie1t1QqKCImQjHxJRjWbkDhB3PhdDq5fLcbV6BKvQKkHql4HJ0bgl0bIK/lfyBr3gzKFj5Qt/CG5OsDeHsDjRvf+dIOlbl5E3njX4du7VfmprymLaCJWQdN54f8hh3VJLVvB6ffEqHf+B0knQ6KLjV09jYRERFZJbVvh9z+z8M5br3pBmPhL5vf0+vcYJz9MZxee/ne/Jz0ANPO+jdubomD0/FfoP3jFPIi3oZu5RLz+0XfrIf08ktwzjddEWZQaYEln0Mzvvast6x8eQxE+zYoePY5aC6fh/pqNox9n0ThtFlQT3vHtkzl5yPv2Reh2xELABCShIK5n8HprYh7PHvHIbVsAXViAgq69YHm8h/QpZ9AfnAfaBN3mf4PQ0REDo1FW7onjPsSUTh4KJyyz5rb8saEQ7d0HqDR3N/JKBRQhA2FYsSLwKFD0P+WgsKT6Sj+PQNSRgaUFzKgvvwHZMbiCj+uzMuBe14OkJUG7Cn/frFChaJGXjA09QZ8fKD084GqhTdkzUqKul5e1T5m8dtR5A98AbqMFHNb7qDhcP56Gc8CskahgPLF5+w9CyIiolrFae50iK0bIJW5b0DuMy/C+YuFLApZo1RCt3E1DB0CoCjKhy7ycxQ/NwDyx3vh5sQ34bRqqblrvq8/NLEbILV71I4Ttg8puCs0x4/g5qDhcNq/HTJhhHrGv5B/6Ai00VGVn7l99SrynnoWusN7AZiuVCuO+gbaEc/fn8k7EKmFH9SJCcjv1gfaS+egzUhBXnAf6BJ3AU2a2Ht6RERUCRZtqWYZjSiYOReqD96FtqQIWuRcF9LKr6Ab8nf7zk2SgM6doezcGcrb39PrgQsXgIwMFKdloPBkOgy/n4V07hzkF85ClX0OCqOhwmHlhiJoL6YBF9OAXyredWG9xjA08Ybw9oGsuQ/Uj/hC7t8SaNnSVNgtvYlYyXISsrfegE5fAKDkZhOfLYXz+JGmYyAiIiJyEFLbNsgbORG6VcuQ79Ecqi+Wwrl/qL2n5fAk/1Yo/ugTKN40nfVpCBuDgkZN4HTy1pVfef8YAd2qZYCzs72maX8NG8Lpp63Im/oBtPNmQhIC2i0bkdcpDbr/fW86OeJ2Fy4gv1c/6NKOAQD0WhdIMTFQhT5xnyfvOCS/5tCUFm6zz0J39iTyu/aG9kA84OFh7+kREZEVLNpS9RgMwNWrwJUr5s14+S/oL11B8aUrMO7+Cc6Hdpu73wzoYVq71tvbjpO2gVIJ+PoCvr6Q9wbK3odXr9djy+bN6B8YCOXFizBmnEPhqbPQnzkLce4c5OfPQp11Fsq861aHV1/JgvpKFnC8/M0mihUqFDb0hMG9KWQwwjl5n/m9my07QBcbDYV/q5o7ViIiIqIapFu5BPjnJGj9/Ew/U5FN1G+8itxNsXDe9z+or2RCfSUTAGBQamBctAS6iWP5C3sAkMuhm/s+9N06A8OGQpl/A7qTSSho3xnKH2Ig7xFi7ipSTqKwTyi02ecAAIVujaDcsRWyToH2mr3DkJo3u1W4zcqA9o9Ttwq3TZvae3pERFQBFm1rq6Iii8IrrlxB8eUrt4qvf16B+OsKcOUvyK5dgTznChTXr1RYmJQBUN/WJiQJBW++C6ePpj0ci/zLZKbfQvv4QBYSAi2AcveazckBzp6FOHurqFuccQ6yP85ClXkWmpIfxG8nNxRBl/k7kPm7RfvNsRFw+vyT+7+cBBEREVF1yGSAv7+9Z/HgkSQ4R69EkX87qHKvAgDyvR6B5ocNUHTgTVVvpxz0NMTPicgPfRbai79Dcy0bxb17oWDeImhenwjjwV9gCO0PzfW/AAD5TZpDs/tHSC1b2HnmjkNq5gvtgQTkh/SBNjMd2vOnkR/cG9rEeMDT097TIyKi2zwE1TSy2Y0bKHrkUchyrkCRn1vubXnJdrcKGjSFcu1qaJ/sUwOjPUDc3ID27SG1bw8NgHKl1sJC4Px5iLPnUHQyDfrjpyFST0GefgbKS+ehzL0GAChyrQ/pyy/hNGTQ/Z0/EREREd1fTZtCFrMJuRFvAV27wnnJx7x/QSWkR9tC++tB5D09BLqfEyAv1kP+xqvI27INqj07oCrMAwDcfKQjnHZv5brKFfHxuVW4vfg7tOfPmAq3+3c5/tWRRES1DIu2tYmTE5SXzkMyGqv1MaNMDr1LPRS71kNxnXoQdeoB9epBalAP8gb1oHCvD0WjepA1MLVrOnQAVKp7dBAPMLUa8POD5OcH9eN9yp2djJs3gexsqLy8eGkhERERUS2heLI3nE8esvc0HhwNGkC393/In/QOtMsXAgB0O2LNb9/s0gdO278DXF3tNMEHgLf3rcLthTRoL6QBPj4QkgQhV8AoV0IolBByBYS85FGhhFCYHlH6WlnyXKk0XV1Z8hpKJaBUAAoloDK9J5W0mR9VSkiKkkeVElJpm1IBSa2ErMxr03hl9mHtsao+cvmDt+SIEIDRaLoHi8Fgeiz73NbHkueiSA+hN8BYpIcosnwNvQFCb2orLixE87TfkRcbD5nRCKE3mD5vMJSMWfJYdiu+9Vwy6CGVtJkfK9uEEUImh5Bkpqs3JBmEzPRcyOS32uTyWxlUKi2eQ2HKXNk8SrfnozSDZfJX2iapb8ukSgFZmXxazVh1nj+IGSS7YtG2NpHJUOT7CAzFEoxu9SDqmoqssgamTdnYVHyV6pvaSzeZiwvUMpm9Z//wc3ICmje39yyIiIiIiBybUgntsgXQd+sCafw4KErPsP3bc3DatJrLi9nCywvaAwnIC3kcuvOnAQCSEJAMesgMeqDQzvO7R4wKJYwyxa2idAWPVovSituLwDJIuFWDEwIQAFBstCyaGkyPkl5vKl6WPhr0pq30+W2PMqPB9GdRg6SSzZb/3ber0T1TKaNcCWOZzFn8kkShLJdBIS/JntL0ixNzDuVyQCZBkkmQJMn0XDK9hnRrE2WeA5bvOWIBWdWjC9SvjLX3NBwGi7a1jDotpfwZnkRERERERA8YZdiLEB0fxfX35kIR0A5O704xFTLINp6e0B1MwI0p04ETJ8oUEk2FRslKYVFWXPposPcRVJvMoIcMeqAo395TeegJmcxUIJff2kzFyDKvS55DkkxnFJdsktEIiDKvS56bz8w16G/l0Fhs70OtFlmxae7MYMWuX7/Bom0ZLNoSERERERHRA0lq9yhcv/va3tN4cHl4wGXdF3f2WSFuXRpvw6X5VfURegOMhXrzJfq3LuMvuXS/pE3ob70u/Xxpm8XZrfqS4nNpEbqiM11vfyxTmL5XRWlj6dmVVs70tbjk//bHsmf6KkqWoSi7DEDJZf9lL/+XlCWvlSWX+5dZekKmNl3+f2t5CzmgVMIA4MChQwju0QMKjaZkf2U28xysbHI5JJmsRu6ZU/UXarTMYVUZrOR52eyJIr0pjyXLSqBMe2n2hN7UXrr0RLl9G261SXq9ZR5Lnld4xnWxvuRs6werIF0TZPy9mwUWbYmIiIiIiIioeiTp1nqdWu3dD4eauTF2jRECKC6uuACor2LZAvMaquXX1ZVJkk3LE9iT0OvxV34+REiI499vRSYz3VOnBu6rU7p8hMMo/cVIRfkzGkvW5LiLzQE516lj7yk4FBZtiYiIiIiIiIjKkqRbZ45ynWSyh7K/GKFaydF/wUNERERERERERERUq7BoS0RERERERERERORAWLQlIiIiIiIiIiIiciAs2hIRERERERERERE5EBZtiYiIiIiIiIiIiBwIi7ZEREREREREREREDoRFWyIiIiIiIiIiIiIHwqItERERERERERERkQN5aIq2n3/+OXx9faHRaNC1a1f8/PPP9p4SERERERERERERUbU9FEXb6OhoTJkyBdOnT8eRI0fQoUMHhIaG4tKlS/aeGhEREREREREREVG1PBRF2wULFmD8+PEYM2YM2rRpg+XLl0On02HlypX2nhoRERERERERERFRtSjsPYG7VVRUhMOHD2Pq1KnmNplMhieffBKJiYkVfqawsBCFhYXm19evXwcA6PV66PX6eztheuCUZoLZIHtg/sjemEGyJ+aP7In5I3ti/siemD+yt4c9g7YelySEEPd4LvfUxYsX0bRpU+zfvx8hISHm9rfffhu7d+/GwYMHy33m/fffx4wZM8q1r1mzBjqd7p7Ol4iIiIiIiIiIiGqnvLw8DBs2DDk5OXB1dbXa74E/0/ZOTJ06FVOmTDG/vn79Ory8vNC3b99KvyyqnfR6PbZv346nnnoKSqXS3tOhWob5I3tjBsmemD+yJ+aP7In5I3ti/sjeHvYMll7xX5UHvmjboEEDyOVyZGdnW7RnZ2ejcePGFX5GrVZDrVaXa1cqlQ9lGKhmMB9kT8wf2RszSPbE/JE9MX9kT8wf2RPzR/b2sGbQ1mN64G9EplKpEBQUhJ07d5rbjEYjdu7cabFcAhEREREREREREdGD4IE/0xYApkyZglGjRqFTp07o0qULPv30U9y8eRNjxoyx99SIiIiIiIiIiIiIquWhKNq+8MILuHz5MqZNm4asrCx07NgR27Ztg7u7u72nRkRERERERERERFQtD0XRFgAiIiIQERFh72kQERERERERERER3ZWHpmh7N4QQAGy/exvVLnq9Hnl5ebh+/fpDuQA2OTbmj+yNGSR7Yv7Inpg/sifmj+yJ+SN7e9gzWFp/LK1HWsOiLYAbN24AALy8vOw8EyIiIiIiIiIiInrY3bhxA25ublbfl0RVZd1awGg04uLFi3BxcYEkSfaeDjmY69evw8vLC3/88QdcXV3tPR2qZZg/sjdmkOyJ+SN7Yv7Inpg/sifmj+ztYc+gEAI3btyAh4cHZDKZ1X480xaATCaDp6envadBDs7V1fWh/MuCHgzMH9kbM0j2xPyRPTF/ZE/MH9kT80f29jBnsLIzbEtZL+cSERERERERERER0X3Hoi0RERERERERERGRA2HRlqgKarUa06dPh1qttvdUqBZi/sjemEGyJ+aP7In5I3ti/siemD+yN2bQhDciIyIiIiIiIiIiInIgPNOWiIiIiIiIiIiIyIGwaEtERERERERERETkQFi0JSIiIiIiIiIiInIgLNqSw/joo4/QuXNnuLi4oFGjRhg0aBBSU1Mt+hQUFCA8PBz169eHs7MzBg8ejOzsbIs+kyZNQlBQENRqNTp27FjhvtavX4+OHTtCp9PBx8cHn3zyiU1z3LBhA/z9/aHRaNCuXTvExcVZvJ+bm4uIiAh4enpCq9WiTZs2WL58eZXjfvjhh+jWrRt0Oh3q1KlTYR9bjovuHPNnPX9//fUX+vXrBw8PD6jVanh5eSEiIgLXr1+3ad5UNeav8r//JEkqt61bt86meZNtmEHrGYyKiqowg5Ik4dKlSzbNnSrH/FX+d+DOnTvRrVs3uLi4oHHjxnjnnXdgMBhsmjdVrbbmLyMjA+PGjUOzZs2g1Wrh5+eH6dOno6ioyOK4R48ejXbt2kGhUGDQoEE2zZdsx/xZz19qair69OkDd3d3aDQaNG/eHO+++y70er1N8ybbMIPWM5iRkVHhz38HDhywad41QhA5iNDQUBEZGSmOHTsmkpOTRf/+/YW3t7fIzc0195k4caLw8vISO3fuFIcOHRLBwcGiW7duFuO89tprYsmSJSIsLEx06NCh3H7i4uKEQqEQy5YtE2lpaWLz5s2iSZMmYvHixZXOb9++fUIul4u5c+eKEydOiHfffVcolUpx9OhRc5/x48cLPz8/ER8fL9LT08WKFSuEXC4X33//faVjT5s2TSxYsEBMmTJFuLm5VdinquOiu8P8Wc/flStXxNKlS8Uvv/wiMjIyxI4dO0SrVq3E0KFDKx2XbMf8Vf73HwARGRkpMjMzzVt+fn6l41L1MIPWM5iXl2eRvczMTBEaGip69epV6bhkO+bPev6Sk5OFSqUSM2bMEKdPnxYJCQnC399fvPnmm5WOS7arrfnbunWrGD16tPjxxx9FWlqa+P7770WjRo0sspWbmysmTpwo/vOf/4jQ0FAxcODAKr5Nqi7mz3r+0tLSxMqVK0VycrLIyMgw95k6dWpVXytVAzNoPYPp6ekCgNixY4fFz4FFRUVVfa01hkVbcliXLl0SAMTu3buFEEJcu3ZNKJVKsWHDBnOflJQUAUAkJiaW+/z06dMr/Mti6NCh4rnnnrNo++yzz4Snp6cwGo1W5/P888+Lp59+2qKta9euYsKECebXbdu2FTNnzrToExgYKP79739bP9AyIiMjrRYtSlk7LqpZzF/lFi1aJDw9PW3qS9XH/FkCIGJiYmwah2oGM2jdpUuXhFKpFF9//bVN41L1MX+3TJ06VXTq1MmiLTY2Vmg0GnH9+nWbxqbqqY35KzV37lzRrFmzCt8bNWoUi7b3AfNXcf5KvfHGG6JHjx7VGpeqhxm8lcHSom1SUlK1xqlJXB6BHFZOTg4AoF69egCAw4cPQ6/X48knnzT38ff3h7e3NxITE20et7CwEBqNxqJNq9Xi/PnzOHv2rNXPJSYmWuwbAEJDQy323a1bN8TGxuLChQsQQiA+Ph6nTp1C3759bZ4fOQbmz7qLFy9i06ZN6NWrV42OS7cwf+WFh4ejQYMG6NKlC1auXAkhRI2MSxVjBq37+uuvodPp8Nxzz9XouHQL81f1nAsKCnD48OG7GpsqVpvzl5OTYz5usg/mz3r+zpw5g23btvH/IPcYM1g+g88++ywaNWqEHj16IDY2tlpj3i0WbckhGY1GTJ48Gd27d8ejjz4KAMjKyoJKpSq33pe7uzuysrJsHjs0NBSbNm3Czp07YTQacerUKcyfPx8AkJmZafVzWVlZcHd3r3TfixcvRps2beDp6QmVSoV+/frh888/x2OPPWbz/Mj+mL+KDR06FDqdDk2bNoWrqyu+/PLLGhmXLDF/5c2cORPr16/H9u3bMXjwYLz66qtYvHjxXY9LFWMGK/fVV19h2LBh0Gq1NToumTB/5ee8f/9+rF27FsXFxbhw4QJmzpxZ5ZzpztTm/J05cwaLFy/GhAkTbP4M1Szmr+L8devWDRqNBi1btkTPnj3NfwdSzWMGLTPo7OyM+fPnY8OGDdiyZQt69OiBQYMG3dfCLYu25JDCw8Nx7Nixe3KjmfHjxyMiIgLPPPMMVCoVgoOD8eKLLwIAZDIZzp07B2dnZ/M2e/Zsm8devHgxDhw4gNjYWBw+fBjz589HeHg4duzYAQCYOHGixdjkmJi/ii1cuBBHjhzB999/j7S0NEyZMqXaY1DVmL/y3nvvPXTv3h0BAQF455138Pbbb9t84wKqPmbQusTERKSkpGDcuHF39HmqGvNnqW/fvvjkk08wceJEqNVqPPLII+jfv795zlSzamv+Lly4gH79+mHIkCEYP358zRwwVRvzV3H+oqOjceTIEaxZswZbtmzBvHnz7vBboKowg5YZbNCgAaZMmYKuXbuic+fO+PjjjzFixIj7+/8Quy3MQGRFeHi48PT0FL///rtF+86dOwUAcfXqVYt2b29vsWDBgnLjVLX2q8FgEOfPnxeFhYUiLi5OABCXLl0Ser1enD592rz99ddfQgghvLy8xMKFCy3GmDZtmmjfvr0QwnSjEqVSKTZv3mzRZ9y4cSI0NFQIIUR2drbF2Lfjmrb2x/y5WZ1zWXv27BEAxMWLF23qT7Zh/tyszrmszZs3CwCioKDApv5kO2bQzeqchRBi7NixomPHjpX2oTvH/LlZnbPRaBQXLlwQeXl54sSJEwKA+Pnnn632p+qrrfm7cOGCaNmypQgLCxPFxcVW5801be8t5q/y/JVavXq10Gq1wmAwVNmXqocZtC2DS5YsEY0bN66yX03hr2fJYQghEBERgZiYGOzatQvNmjWzeD8oKAhKpRI7d+40t6WmpuLcuXMICQmp9v7kcjmaNm0KlUqFtWvXIiQkBA0bNoRCoUCLFi3MW+maJiEhIRb7BoDt27eb963X66HX68ud9SCXy2E0GgEAjRo1shibHAfzVz2lYxYWFt7VOGTC/FVPcnIy6tatC7VafVfj0C3MYNVyc3Oxfv16nmV7DzB/VZMkCR4eHtBqtVi7di28vLwQGBhY7XGovNqcvwsXLqB3794ICgpCZGQkz962A+avevkzGo3Q6/XmsenuMYPVy2BycjKaNGlS7eO+Y/etPExUhVdeeUW4ubmJhIQEkZmZad7y8vLMfSZOnCi8vb3Frl27xKFDh0RISIgICQmxGOf06dMiKSlJTJgwQTzyyCMiKSlJJCUlicLCQiGEEJcvXxbLli0TKSkpIikpSUyaNEloNBpx8ODBSue3b98+oVAoxLx580RKSoqYPn26UCqV4ujRo+Y+vXr1Em3bthXx8fHi999/F5GRkUKj0YilS5dWOvbZs2dFUlKSmDFjhnB2djbP+caNGzYfF90d5s96/rZs2SJWrlwpjh49KtLT08XmzZtF69atRffu3av1HZN1zJ/1/MXGxoovvvhCHD16VJw+fVosXbpU6HQ6MW3atGp9x1Q5ZrDyf4OFEOLLL78UGo2m3JkmdPeYv8rzN3fuXPHbb7+JY8eOiZkzZwqlUiliYmJs/XqpCrU1f+fPnxctWrQQTzzxhDh//rzFsZd1/PhxkZSUJAYMGCB69+5tPi6qGcyf9fx98803Ijo6Wpw4cUKkpaWJ6Oho4eHhIYYPH16t75gqxwxaz2BUVJRYs2aNSElJESkpKeLDDz8UMplMrFy5slrf8d1g0ZYcBoAKt8jISHOf/Px88eqrr4q6desKnU4n/v73v5f7waJXr14VjpOeni6EMP1lERwcLJycnIROpxNPPPGEOHDggE1zXL9+vXjkkUeESqUSbdu2FVu2bLF4PzMzU4wePVp4eHgIjUYjWrVqJebPny+MRmOl444aNarCOcfHx9t8XHR3mD/r+du1a5cICQkRbm5uQqPRiJYtW4p33nmHhYsaxPxZz9/WrVtFx44dhbOzs3BychIdOnQQy5cvt+nyJbIdM1j5v8FCCBESEiKGDRtm01ypepi/yvPXp08f87/BXbt2FXFxcTbNmWxTW/MXGRlp9djL8vHxqbIP3Tnmz3q21q1bJwIDA80/A7Zp00bMnj1b5Ofn2zRvsg0zaD2DUVFRonXr1kKn0wlXV1fRpUsXsWHDBpvmXFMkIYQAERERERERERERETkELlpDRERERERERERE5EBYtCUiIiIiIiIiIiJyICzaEhERERERERERETkQFm2JiIiIiIiIiIiIHAiLtkREREREREREREQOhEVbIiIiIiIiIiIiIgfCoi0RERERERERERGRA2HRloiIiIiIiIiIiMiBsGhLREREZCejR4/GoEGD7Lb/sLAwzJ492277r8j777+Pjh072nsaVZIkCd999529p0H3wPLlyzFgwAB7T4OIiIhqORZtiYiIiO4BSZIq3d5//30sWrQIUVFRdpnfr7/+iri4OEyaNMnc1rt3b0yePLlc36ioKNSpU+f+Te4u/frrr3j22WfRqFEjaDQa+Pr64oUXXsClS5fsPbVKpaenY9iwYfDw8IBGo4GnpycGDhyIkydP2ntq99xHH32Ezp07w8XFBY0aNcKgQYOQmppq0aegoADh4eGoX78+nJ2dMXjwYGRnZ1v0mTRpEoKCgqBWq60W/9evX4+OHTtCp9PBx8cHn3zyicX7Y8eOxZEjR7Bnz54aPUYiIiKi6mDRloiIiOgeyMzMNG+ffvopXF1dLdreeustuLm52a0YunjxYgwZMgTOzs522f/thBAwGAx3Pc7ly5fxxBNPoF69evjxxx+RkpKCyMhIeHh44ObNmzUw03tDr9fjqaeeQk5ODjZt2oTU1FRER0ejXbt2uHbtmr2nV2OKiooqbN+9ezfCw8Nx4MABbN++HXq9Hn379rX4M3vjjTfwww8/YMOGDdi9ezcuXryIf/zjH+XGGjt2LF544YUK97N161YMHz4cEydOxLFjx7B06VIsXLgQS5YsMfdRqVQYNmwYPvvss7s8WiIiIqI7x6ItERER0T3QuHFj8+bm5gZJkizanJ2dyy2P0Lt3b7z22muYPHky6tatC3d3d3zxxRe4efMmxowZAxcXF7Ro0QJbt2612NexY8fwt7/9Dc7OznB3d0dYWBj+/PNPq3MrLi7Gxo0b7+oS8GXLlsHPzw8qlQqtWrXC6tWrze9lZGRAkiQkJyeb265duwZJkpCQkAAASEhIgCRJ2Lp1q/nMyL1791rs46effoJSqURWVpZF++TJk9GzZ88K57Vv3z7k5OTgyy+/REBAAJo1a4Y+ffpg4cKFaNasmbnf8ePH8cwzz8DV1RUuLi7o2bMn0tLSAAC//PILnnrqKTRo0ABubm7o1asXjhw5Uun38ccff+D5559HnTp1UK9ePQwcOBAZGRlVfY0W80lLS8PSpUsRHBwMHx8fdO/eHbNmzUJwcLDFd1a2iJucnAxJksz7Kj0revPmzWjVqhV0Oh2ee+455OXlYdWqVfD19UXdunUxadIkFBcXm8fx9fXFrFmzMHLkSDg7O8PHxwexsbG4fPkyBg4cCGdnZ7Rv3x6HDh2ymPfevXvRs2dPaLVaeHl5YdKkSRaFVl9fX3zwwQcYOXIkXF1d8fLLL1d4/Nu2bcPo0aPRtm1bdOjQAVFRUTh37hwOHz4MAMjJycFXX32FBQsW4PHHH0dQUBAiIyOxf/9+HDhwwDzOZ599hvDwcDRv3rzC/axevRqDBg3CxIkT0bx5czz99NOYOnUq5syZAyGEud+AAQMQGxuL/Px8G/70iIiIiGoei7ZEREREDmTVqlVo0KABfv75Z7z22mt45ZVXMGTIEHTr1g1HjhxB3759ERYWhry8PACmYujjjz+OgIAAHDp0CNu2bUN2djaef/55q/v47bffkJOTg06dOt3RHGNiYvD666/jzTffxLFjxzBhwgSMGTMG8fHx1R7rn//8Jz7++GOkpKSgffv2Fu899thjaN68uUVBWK/X49tvv8XYsWMrHK9x48YwGAyIiYmxKMKVdeHCBTz22GNQq9XYtWsXDh8+jLFjx5rP9L1x4wZGjRqFvXv34sCBA2jZsiX69++PGzduVDieXq9HaGgoXFxcsGfPHuzbtw/Ozs7o16+f1TNLb9ewYUPIZDJs3LjRoph6J/Ly8vDZZ59h3bp12LZtGxISEvD3v/8dcXFxiIuLw+rVq7FixQps3LjR4nMLFy5E9+7dkZSUhKeffhphYWEYOXIkRowYgSNHjsDPzw8jR440f69paWno168fBg8ejN9++w3R0dHYu3cvIiIiLMadN28eOnTogKSkJLz33ns2HUNOTg4AoF69egCAw4cPQ6/X48knnzT38ff3h7e3NxITE23+bgoLC6HRaCzatFotzp8/j7Nnz5rbOnXqBIPBgIMHD9o8NhEREVGNEkRERER0T0VGRgo3N7dy7aNGjRIDBw40v+7Vq5fo0aOH+bXBYBBOTk4iLCzM3JaZmSkAiMTERCGEEB988IHo27evxbh//PGHACBSU1MrnE9MTIyQy+XCaDRatPfq1UsolUrh5ORksanVaov5d+vWTYwfP97is0OGDBH9+/cXQgiRnp4uAIikpCTz+1evXhUARHx8vBBCiPj4eAFAfPfddxbjTJ8+XXTo0MH8es6cOaJ169bm1//973+Fs7OzyM3NrfDYhBDiX//6l1AoFKJevXqiX79+Yu7cuSIrK8v8/tSpU0WzZs1EUVGR1THKKi4uFi4uLuKHH34wtwEQMTExQgghVq9eLVq1amXxfRYWFgqtVit+/PFHm/YhhBBLliwROp1OuLi4iD59+oiZM2eKtLQ08/ul39nVq1fNbUlJSQKASE9PF0KYsgZAnDlzxtxnwoQJQqfTiRs3bpjbQkNDxYQJE8yvfXx8xIgRI8yvS3P23nvvmdsSExMFAJGZmSmEEGLcuHHi5ZdftjiGPXv2CJlMJvLz883jDho0yObvQAjT9/3000+L7t27m9u+/fZboVKpyvXt3LmzePvtt8u1356jUitWrBA6nU7s2LFDFBcXi9TUVOHv7y8AiP3791v0rVu3roiKiqrW3ImIiIhqCs+0JSIiInIgZc82lcvlqF+/Ptq1a2duc3d3BwDzTbV+/fVXxMfHw9nZ2bz5+/sDgPly/9vl5+dDrVZDkqRy7w0fPhzJyckW28yZMy36pKSkoHv37hZt3bt3R0pKSrWPt6qzfUePHo0zZ86YL4GPiorC888/DycnJ6uf+fDDD5GVlYXly5ejbdu2WL58Ofz9/XH06FEApiUFevbsCaVSWeHns7OzMX78eLRs2RJubm5wdXVFbm4uzp07V2H/X3/9FWfOnIGLi4v5z6BevXooKCiw+mdQkfDwcGRlZeHbb79FSEgINmzYgLZt22L79u02jwEAOp0Ofn5+5tfu7u7w9fW1WL/Y3d293I3ZymavNGdVZS8qKsoie6GhoTAajUhPTzd/rrpndIeHh+PYsWNYt25dtT5ni/HjxyMiIgLPPPMMVCoVgoOD8eKLLwIAZDLL/xpptVrzGe1ERERE95vC3hMgIiIioltuLyRKkmTRVlpoNRqNAIDc3FwMGDAAc+bMKTdWkyZNKtxHgwYNkJeXh6KiIqhUKov33Nzc0KJFC4u2Ro0aVesYSotfoszyBHq9vsK+lRVfS/c9YMAAREZGolmzZti6dat5XdzK1K9fH0OGDMGQIUMwe/ZsBAQEYN68eVi1ahW0Wm2lnx01ahT++usvLFq0CD4+PlCr1QgJCbG61EFubi6CgoLw7bfflnuvYcOGVc61LBcXFwwYMAADBgzArFmzEBoailmzZuGpp56y+XutKkOlbaUZquhzpTmrKnsTJkzApEmTys3B29vb/LyqP+OyIiIisHnzZvz000/w9PQ0tzdu3BhFRUW4du2axc37srOz0bhxY5vHlyQJc+bMwezZs5GVlYWGDRti586dAFBuHdwrV65U+8+PiIiIqKawaEtERET0AAsMDMR///tf+Pr6QqGw7Ue7jh07AgBOnDhhfl4drVu3xr59+zBq1Chz2759+9CmTRsAtwqVmZmZCAgIAACLm5JV10svvYShQ4fC09MTfn5+5c7yrYpKpYKfn5/5Blnt27fHqlWroNfrKzzbdt++fVi6dCn69+8PwHSTscpu7BYYGIjo6Gg0atQIrq6u1ZpbZSRJgr+/P/bv3w/A8nutW7cugLv7Xu9WYGAgTpw4Ua7IfyeEEHjttdcQExODhIQEi5vGAUBQUBCUSiV27tyJwYMHAwBSU1Nx7tw5hISEVHt/crkcTZs2BQCsXbsWISEhFgXatLQ0FBQUmPNLREREdL9xeQQiIiKiB1h4eDiuXLmCoUOH4pdffkFaWhp+/PFHjBkzxuoNrRo2bIjAwEDs3bv3jvb5f//3f4iKisKyZctw+vRpLFiwAJs2bcJbb70FwHRZeXBwsPkGY7t378a77757x8cYGhoKV1dXzJo1C2PGjKm07+bNmzFixAhs3rwZp06dQmpqKubNm4e4uDgMHDgQgOlszuvXr+PFF1/EoUOHcPr0aaxevRqpqakAgJYtW2L16tVISUnBwYMHMXz48ErPzh0+fDgaNGiAgQMHYs+ePUhPT0dCQgImTZqE8+fP23SMycnJGDhwIDZu3IgTJ07gzJkz+Oqrr7By5UrzvFu0aAEvLy+8//77OH36NLZs2YL58+fbNP698M4772D//v2IiIhAcnIyTp8+je+//77cjchsER4ejm+++QZr1qyBi4sLsrKykJWVhfz8fACmM8DHjRuHKVOmID4+HocPH8aYMWMQEhKC4OBg8zhnzpxBcnKy+bOlS3yUniX9559/Yvny5Th58iSSk5Px+uuvY8OGDfj0008t5rNnzx40b97cYpkJIiIiovuJRVsiIiKiB5iHhwf27duH4uJi9O3bF+3atcPkyZNRp06dcmt0lvXSSy9VeDm/LQYNGoRFixZh3rx5aNu2LVasWIHIyEj07t3b3GflypUwGAwICgrC5MmTMWvWrDvaF2BabmH06NEoLi7GyJEjK+3bpk0b6HQ6vPnmm+jYsSOCg4Oxfv16fPnllwgLCwNgWjph165dyM3NRa9evRAUFIQvvvjCfNbtV199hatXryIwMBBhYWGYNGlSpUtE6HQ6/PTTT/D29sY//vEPtG7dGuPGjUNBQYH5zNuEhARIkoSMjIwKx/D09ISvry9mzJiBrl27IjAwEIsWLcKMGTPw73//G4BpqYK1a9fi5MmTaN++PebMmXNX3+vdat++PXbv3o1Tp06hZ8+eCAgIwLRp0+Dh4VHtsZYtW4acnBz07t0bTZo0MW/R0dHmPgsXLsQzzzyDwYMH47HHHkPjxo2xadMmi3FeeuklBAQEYMWKFTh16hQCAgIQEBCAixcvmvusWrUKnTp1Qvfu3XH8+HEkJCSgS5cuFuOsXbsW48ePr/ZxEBEREdUUSZRdFIuIiIiIaoX8/Hy0atUK0dHRd3R5+f02btw4XL58GbGxsfaeyh2JjIzE7NmzceLECas3QCPHcPz4cTz++OM4deoU3Nzc7D0dIiIiqqW4pi0RERFRLaTVavH1119XularI8jJycHRo0exZs2aB7ZgCwBxcXGYPXs2C7YPgMzMTHz99dcs2BIREZFd8UxbIiIiInJYvXv3xs8//4wJEyZg4cKF9p4OEREREdF9waItERERERERERERkQPhjciIiIiIiIiIiIiIHAiLtkREREREREREREQOhEVbIiIiIiIiIiIiIgfCoi0RERERERERERGRA2HRloiIiIiIiIiIiMiBsGhLRERERERERERE5EBYtCUiIiIiIiIiIiJyICzaEhERERERERERETkQFm2JiIiIiIiIiIiIHMj/A2APIwMnLN2KAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original Total Flow: 27510.18302469136\n",
      "Fitted Total Flow: 27510.183024691352\n"
     ]
    }
   ],
   "source": [
    "from scipy.interpolate import UnivariateSpline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy.fft import fft, ifft, fftfreq\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def calculate_total_flow(data):\n",
    "    \"\"\"计算给定数据的总流量。\"\"\"\n",
    "    return np.sum(data)\n",
    "\n",
    "def adjust_flow_volume(original_signal, filtered_signal):\n",
    "    \"\"\"调整滤波信号的总流量以匹配原始信号的总流量。\"\"\"\n",
    "    original_total_flow = calculate_total_flow(original_signal)\n",
    "    filtered_total_flow = calculate_total_flow(filtered_signal)\n",
    "    scale_factor = original_total_flow / filtered_total_flow\n",
    "    adjusted_filtered_signal = filtered_signal * scale_factor\n",
    "    return adjusted_filtered_signal, scale_factor\n",
    "# 定义三次样条拟合和调整总流量的函数\n",
    "def spline_fitting_with_volume_adjustment(signal, time_index, smoothing_factor=0.1):\n",
    "    # 三次样条拟合\n",
    "    spline = UnivariateSpline(time_index, signal, s=smoothing_factor)\n",
    "\n",
    "    # 计算拟合曲线的值\n",
    "    fitted_signal = spline(time_index)\n",
    "\n",
    "    # 调整拟合信号的总流量以匹配原始信号的总流量\n",
    "    adjusted_fitted_signal, _ = adjust_flow_volume(signal, fitted_signal)\n",
    "    \n",
    "    return adjusted_fitted_signal, spline\n",
    "\n",
    "# 提取的流量数据\n",
    "streamflow_values = streamflow_data['streamflow'].values.squeeze()\n",
    "\n",
    "# 使用三次样条拟合进行数据处理\n",
    "fitted_signal, spline_function = spline_fitting_with_volume_adjustment(\n",
    "    streamflow_values, np.arange(len(streamflow_values)))\n",
    "\n",
    "# 绘制原始数据和拟合结果的对比图\n",
    "plt.figure(figsize=(14, 6))\n",
    "plt.plot(streamflow_data['time'], streamflow_values, label='Original Streamflow', color='blue', alpha=0.5)\n",
    "plt.plot(streamflow_data['time'], fitted_signal, label='Fitted Streamflow', color='red', linewidth=2)\n",
    "plt.xlabel('Time (Hourly Scale, Summer 2019)')\n",
    "plt.ylabel('Streamflow')\n",
    "plt.title('Streamflow Data (Summer 2019): Original vs. Fitted Comparison')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "\n",
    "# 显示图表\n",
    "plt.show()\n",
    "\n",
    "# 输出原始和拟合后的流量总量，确认是否一致\n",
    "original_total_flow = np.sum(streamflow_values)\n",
    "fitted_total_flow = np.sum(fitted_signal)\n",
    "print(\"Original Total Flow: \" + str(original_total_flow))\n",
    "print(\"Fitted Total Flow: \" + str(fitted_total_flow))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d956d27-43e2-40a9-b8d7-e0edb2be0c0e",
   "metadata": {
    "tags": []
   },
   "source": [
    "## 傅里叶变换（连续三次）可保证总量一致性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9d0cab16-6ad6-42a8-aec1-3f7eb9fedafc",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original Total Flow: 27510.18302469136\n",
      "Transformed Total Flow: 27510.18302469136\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy.fft import fft, ifft, fftfreq\n",
    "import matplotlib.pyplot as plt\n",
    "import xarray as xr\n",
    "\n",
    "# 先定义四个核心函数\n",
    "def calculate_total_flow(data):\n",
    "    \"\"\"计算给定数据的总流量。\"\"\"\n",
    "    return np.sum(data)\n",
    "\n",
    "def adjust_flow_volume(original_signal, filtered_signal):\n",
    "    \"\"\"调整滤波信号的总流量以匹配原始信号的总流量。\"\"\"\n",
    "    original_total_flow = calculate_total_flow(original_signal)\n",
    "    filtered_total_flow = calculate_total_flow(filtered_signal)\n",
    "    scale_factor = original_total_flow / filtered_total_flow\n",
    "    adjusted_filtered_signal = filtered_signal * scale_factor\n",
    "    return adjusted_filtered_signal, scale_factor\n",
    "\n",
    "def non_negative_adjustment(signal):\n",
    "    \"\"\"将信号中的负值调整为零。\"\"\"\n",
    "    adjusted_signal = np.where(signal < 0, 0, signal)\n",
    "    return adjusted_signal\n",
    "\n",
    "def fourier_analysis_and_filtering(signal, time_step, cutoff_frequency):\n",
    "    \"\"\"执行傅里叶变换和频率过滤，然后执行逆变换。\"\"\"\n",
    "    n = len(signal)\n",
    "    yf = fft(signal)\n",
    "    xf = fftfreq(n, d=time_step)\n",
    "    yf_filtered = yf.copy()\n",
    "    yf_filtered[np.abs(xf) > cutoff_frequency] = 0\n",
    "    filtered_signal = ifft(yf_filtered)\n",
    "    return filtered_signal.real\n",
    "\n",
    "# 现在定义迭代傅里叶滤波函数，包括非负约束和流量调整\n",
    "def iterative_fourier_filtering_with_volume_and_non_negative_adjustment(signal, iterations=3, cutoff_frequency=0.1, time_step=1.0):\n",
    "    filtered_signals = []\n",
    "    current_signal = signal.copy()\n",
    "\n",
    "    for _ in range(iterations):\n",
    "        # 执行傅里叶分析和滤波\n",
    "        filtered_signal = fourier_analysis_and_filtering(current_signal, time_step, cutoff_frequency)\n",
    "        \n",
    "        # 应用非负约束\n",
    "        non_negative_signal = non_negative_adjustment(filtered_signal)\n",
    "        \n",
    "        # 调整滤波信号的流量总量\n",
    "        adjusted_filtered_signal, _ = adjust_flow_volume(signal, non_negative_signal)\n",
    "        \n",
    "        # 保存调整后的信号\n",
    "        filtered_signals.append(adjusted_filtered_signal)\n",
    "        \n",
    "        # 更新当前信号为下一次迭代做准备\n",
    "        current_signal = adjusted_filtered_signal\n",
    "\n",
    "    return filtered_signals\n",
    "\n",
    "# 提取的流量数据\n",
    "streamflow_values = streamflow_data['streamflow'].values.squeeze()\n",
    "\n",
    "# 执行迭代滤波处理\n",
    "filtered_signals = iterative_fourier_filtering_with_volume_and_non_negative_adjustment(\n",
    "    streamflow_values, iterations=3, cutoff_frequency=0.03, time_step=1.0)\n",
    "\n",
    "# 绘制原始数据和最终滤波结果的对比图\n",
    "plt.figure(figsize=(14, 6))\n",
    "plt.plot(streamflow_data['time'], streamflow_values, label='Original Streamflow', color='blue', alpha=0.5)\n",
    "plt.plot(streamflow_data['time'], filtered_signals[-1], label='Final Iteration Filtered Streamflow', color='red', linewidth=2)\n",
    "plt.xlabel('Time (Hourly Scale, Summer 2019)')\n",
    "plt.ylabel('Streamflow')\n",
    "plt.title('Streamflow Data (Summer 2019): Original vs. Final Iteration Filtered Comparison')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# 输出原始和最终的流量总量，确认是否一致\n",
    "original_total_flow = calculate_total_flow(streamflow_values)\n",
    "final_filtered_total_flow = calculate_total_flow(filtered_signals[-1])\n",
    "print(\"Original Total Flow: \" + str(original_total_flow))\n",
    "print(\"Transformed Total Flow: \" + str(final_filtered_total_flow))\n",
    "\n",
    "# 保存迭代滤波结果到CSV文件\n",
    "filtered_signals_df = pd.DataFrame({'Time': streamflow_data['time'].values})\n",
    "for i, filtered_signal in enumerate(filtered_signals, 1):\n",
    "    filtered_signals_df[f'Streamflow_Iteration_{i}'] = filtered_signal\n",
    "csv_file_path = 'filtered_signals.csv'\n",
    "filtered_signals_df.to_csv(csv_file_path, index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ecf22bd9-bc2a-4ec7-b245-6b313be8901b",
   "metadata": {},
   "source": [
    "## Morl小波变换"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d719ea72-17a9-4eb1-a361-f679ad7b8165",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABW0AAAJOCAYAAADMCCWlAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/OQEPoAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3xT5f4H8E/SNm2TNF10UCgtG8qQqRSEslGGoKh48Qp43YKIKCpeB0McqCgqoDjAH4oiXLwqIvNStoIIiCzZqEDL6l4Zz++P03Oa0BbSNslJ0s/79eKV9OTknCcnT+u9n3zzfTRCCAEiIiIiIiIiIiIi8gpatQdARERERERERERERGUY2hIRERERERERERF5EYa2RERERERERERERF6EoS0RERERERERERGRF2FoS0RERERERERERORFGNoSEREREREREREReRGGtkRERERERERERERehKEtERERERERERERkRdhaEtERERERERERETkRRjaEhERkeo0Gg2mTJmi9jBqbNGiRWjRogWCgoIQERGh9nC8ys6dO9G1a1cYDAZoNBrs2bMHU6ZMgUajUXtoHrNw4UJoNBqcPHlS7aG4Rc+ePdGzZ0+1h+GVMjIycPvttyM6OhoajQbvvPOO2kNyiZMnT0Kj0WDhwoVqD4WIiMjvMLQlIiLyAseOHcNDDz2ERo0aISQkBCaTCd26dcPs2bNRWFio9vDICYcOHcKYMWPQuHFjfPTRR5g/f/5V99+yZQtuvvlm1KtXDyEhIWjQoAGGDBmCxYsXK/sUFBRgypQpSE9Pd/Po3ctsNuOOO+7ApUuX8Pbbb2PRokVISkpSe1heaebMmdBoNNi9e7fDdiEEIiMjodFocOLECYfHioqKEBwcjJEjR3pyqC71yiuv4L///e819+vZsyc0Gs01/3nbh0BPPPEEVq9ejcmTJ2PRokW46aab1B6SR6Wnpzu8P8HBwYiLi0PPnj3xyiuv4Pz589U+9oEDBzBlyhS//TCEiIhqr0C1B0BERFTb/fDDD7jjjjsQHByMUaNGoXXr1igpKcGWLVswadIk7N+//5oBoK8rLCxEYKBv/8+S9PR02Gw2zJ49G02aNLnqvkuXLsWIESPQrl07PP7444iMjMSJEyewadMmfPTRR0r4VlBQgKlTpwKAT1cwHjt2DKdOncJHH32E+++/X+3heLUbb7wRgBTqt2/fXtm+f/9+ZGVlITAwEFu3bkXDhg2Vx3bu3ImSkhLlub7olVdewe23345hw4Zddb9///vfDnNo586dePfdd/Hcc8+hZcuWyva2bdu6a6jV8r///Q9Dhw7FU089pfZQVDV+/Hh07twZVqsV58+fx7Zt2/DSSy9h1qxZ+Prrr9G7d+8qH/PAgQOYOnUqevbsieTkZNcPmoiISCW+/f+OiIiIfNyJEydw1113ISkpCf/73/9Qt25d5bGxY8fi6NGj+OGHH1QcofvYbDaUlJQgJCQEISEhag+nxjIzMwHAqbYIU6ZMQUpKCn766SfodLoKj1Md+fn5MBgM1X6+u1Tl2tR2nTp1QkhICLZs2YLHHntM2b5161ZER0ejU6dO2LJlC/75z38qj23ZsgUAfDq0dVa/fv0cfg4JCcG7776Lfv36XfWDDbV/NzIzM106/4uKiqDT6aDV+tYXJ7t3747bb7/dYdvevXvRv39/DB8+HAcOHHD47yAREVFt5lv/lSciIvIzM2fORF5eHj755JMK/49qkyZN8Pjjjys/WywWTJ8+HY0bN0ZwcDCSk5Px3HPPobi42OF5ycnJGDx4MNLT09GpUyeEhoaiTZs2ytfsly9fjjZt2iAkJAQdO3Ys91XsMWPGwGg04vjx4xgwYAAMBgMSEhIwbdo0CCEc9n3zzTfRtWtXREdHIzQ0FB07dsSyZcvKvRaNRoNx48bhiy++QKtWrRAcHIxVq1Ypj9l/nTk3NxcTJkxAcnIygoODERsbi379+uHXX391OObSpUvRsWNHhIaGok6dOvjnP/+Jv//+u8LX8vfff2PYsGEwGo2IiYnBU089BavVWsk742ju3LnKmBMSEjB27FhkZWU5XO+XXnoJABATE3PNr2cfO3YMnTt3LhfYAkBsbCwAqVdkTEwMAGDq1KnlvvYtv65jx45h4MCBCAsLw9133w1ACsTfeecdtGrVCiEhIYiLi8NDDz2Ey5cvO5zr22+/xaBBg5CQkIDg4GA0btwY06dPL3ddevbsidatW+O3335DWloa9Ho9mjRporzPGzduxA033IDQ0FA0b94c69atU547ZswYpKWlAQDuuOMOaDSaq4ZrzszxiRMnIjo62mEuPvbYY9BoNHj33XeVbRkZGdBoNJg3b16l5wOABQsWoHfv3oiNjUVwcDBSUlIqfI78e7VlyxZcf/31CAkJQaNGjfB///d/5fbdv38/evfujdDQUNSvXx8vv/wybDbbVccBADqdDp07d8bWrVsdtm/duhWpqano1q1bhY9FRESgdevWAJz7nWzdujV69epV7vw2mw316tVzCNacnU8VKS4uxksvvYQmTZogODgYiYmJePrppx3eT41Gg/z8fHz22WfKPB8zZsw1j10ZuVfygQMHMHLkSERGRiqB9m+//YYxY8YorWji4+Pxr3/9CxcvXqzwGEePHsWYMWMQERGB8PBw3HvvvSgoKHDYd+3atbjxxhsREREBo9GI5s2b47nnngNQ1sdYCIE5c+Yor092/Phx3HHHHYiKioJer0eXLl3KfVAntxb46quv8Pzzz6NevXrQ6/XIyclR/g6cPn0agwcPhtFoRL169TBnzhwAwL59+9C7d28YDAYkJSU5tF+RZWVlYcKECUhMTERwcDCaNGmC119/vdx8zcrKwpgxYxAeHo6IiAiMHj3a4e9gdV133XV45513kJWVhffff1/ZfurUKTz66KNo3rw5QkNDER0djTvuuMOhDcLChQtxxx13AAB69eqlXF/5v3XO/o0jIiLySoKIiIhUU69ePdGoUSOn9x89erQAIG6//XYxZ84cMWrUKAFADBs2zGG/pKQk0bx5c1G3bl0xZcoU8fbbb4t69eoJo9EoPv/8c9GgQQPx2muviddee02Eh4eLJk2aCKvV6nCekJAQ0bRpU3HPPfeI999/XwwePFgAEC+88ILDuerXry8effRR8f7774tZs2aJ66+/XgAQK1ascNgPgGjZsqWIiYkRU6dOFXPmzBG7d+9WHnvppZeUfUeOHCl0Op2YOHGi+Pjjj8Xrr78uhgwZIj7//HNlnwULFggAonPnzuLtt98Wzz77rAgNDRXJycni8uXL5V5Lq1atxL/+9S8xb948MXz4cAFAzJ0795rX/KWXXhIARN++fcV7770nxo0bJwICAkTnzp1FSUmJEEKIb775Rtx6660CgJg3b55YtGiR2Lt3b6XHbNasmUhMTBR//vlnpfvk5eWJefPmCQDi1ltvFYsWLXI47ujRo0VwcLBo3LixGD16tPjggw/E//3f/wkhhLj//vtFYGCgeOCBB8QHH3wgnnnmGWEwGBzGLIQQw4YNE3feead44403xLx588Qdd9whAIinnnrKYSxpaWkiISFBJCYmikmTJon33ntPpKSkiICAAPHVV1+J+Ph4MWXKFPHOO++IevXqifDwcJGTkyOEEGLbtm3iueeeEwDE+PHjxaJFi8SaNWscrq09Z+b48uXLBQCxb98+Zdt1110ntFqtuP3225VtS5cuFQDE77//Xul1FkKIzp07izFjxoi3335bvPfee6J///4CgHj//fcd9pN/r+Li4sRzzz0n3n//fdGhQweh0WgcznH27FkRExMjIiMjxZQpU8Qbb7whmjZtKtq2bSsAiBMnTlx1PJMnTy63X6NGjcQrr7wi1q1bJzQajTLHbTabiIyMFDfffLOyrzO/k9OmTRNarVacPXvW4dwbN24UAMTSpUuVbc7Op7S0NJGWlqb8bLVaRf/+/YVerxcTJkwQH374oRg3bpwIDAwUQ4cOVfZbtGiRCA4OFt27d1fm+bZt2656jWTye7xhwwZlmzyvUlJSxNChQ8XcuXPFnDlzhBBCvPnmm6J79+5i2rRpYv78+eLxxx8XoaGh4vrrrxc2m63cMdq3by9uu+02MXfuXHH//fcLAOLpp59W9vv999+FTqcTnTp1ErNnzxYffPCBeOqpp0SPHj2EEEIcO3ZMLFq0SAAQ/fr1U16fEEKcO3dOxMXFibCwMPHvf/9bzJo1S5nHy5cvV86xYcMG5fW0a9dOzJo1S7z66qsiPz9f+fuWkpIiHn74YTFnzhzRtWtXAUAsWLBAJCQkKL+zrVq1EgEBAeL48ePKsfPz80Xbtm1FdHS0eO6558QHH3wgRo0aJTQajXj88ceV/Ww2m+jRo4fQarXi0UcfFe+9957o3bu3MqcXLFhw1fdJfg3288peSUmJCA0NFZ06dXJ4b6+77jrx4osvivnz54vnnntOREZGiqSkJJGfn69c3/HjxwsA4rnnnlOu77lz54QQzv+NIyIi8kYMbYmIiFSSnZ0tADiEF1ezZ88eAUDcf//9DtufeuopAUD873//U7YlJSUJAA7Bx+rVqwUAERoaKk6dOqVs//DDD8uFHnJw9thjjynbbDabGDRokNDpdOL8+fPK9oKCAofxlJSUiNatW4vevXs7bAcgtFqt2L9/f7nXdmVoGx4eLsaOHVvptSgpKRGxsbGidevWorCwUNm+YsUKAUC8+OKL5V7LtGnTHI7Rvn170bFjx0rPIYQQmZmZQqfTif79+zuE2u+//74AID799FNlmxzy2F+bynzyyScCgNDpdKJXr17ihRdeEJs3b3Y4hxBCnD9/vty1ufJ1Pfvssw7bN2/eLACIL774wmH7qlWrym2/8r0TQoiHHnpI6PV6UVRUpGxLS0sTAMTixYuVbYcOHVLe059++knZLs8z+xCnssDmytDW2TmemZnpELpnZWUJrVYr7rjjDhEXF6c8b/z48SIqKsohjKtIRddhwIAB5T5QkX+vNm3apGzLzMwUwcHB4sknn1S2TZgwQQAQP//8s8N+4eHhToW2P/zwgwCghHtnz54VAMTGjRtFbm6uCAgIED/88IMQQgoNAYgZM2ZU+noq+p08fPiwACDee+89h30fffRRYTQalWNUZT5dGdouWrRIaLVasXnzZofnfvDBBwKA2Lp1q7LNYDCI0aNHX/W6VORqoe0//vGPcvtX9F5/+eWX5d5X+Rj/+te/HPa99dZbRXR0tPLz22+/7dTvPYByf9PkeWJ/fXJzc0XDhg1FcnKy8vdA/v1p1KhRufHLfwdeeeUVZdvly5dFaGio0Gg04quvvlK2y7+z9n9Ppk+fLgwGg/jjjz8cjvvss8+KgIAAcfr0aSGEEP/9738FADFz5kxlH4vFIrp37+6S0FYI6YOXyMhI5eeK3qvt27cLAMoHVEJUPAeudoyK/sYRERF5I7ZHICIiUklOTg4AICwszKn9V65cCUD6ari9J598EgDKfaU2JSUFqampys833HADAKB3795o0KBBue3Hjx8vd85x48Yp9+X2BiUlJQ5ffw8NDVXuX758GdnZ2ejevXu5VgYAkJaWhpSUlGu8Uqn36c8//4wzZ85U+Pgvv/yCzMxMPProow79cAcNGoQWLVpU2Af44Ycfdvi5e/fuFb5me+vWrUNJSQkmTJjg0DvygQcegMlkqna/4X/9619YtWoVevbsiS1btmD69Ono3r07mjZtim3btlXpWI888ojDz0uXLkV4eDj69euHCxcuKP86duwIo9GIDRs2KPvav3e5ubm4cOECunfvjoKCAhw6dMjhuEajEXfddZfyc/PmzREREYGWLVsqcwi4+ny6FmfneExMDFq0aIFNmzYBkNoDBAQEYNKkScjIyMCRI0cAAJs3b8aNN97o8HX0ithfh+zsbFy4cAFpaWk4fvw4srOzHfZNSUlB9+7dlZ9jYmLQvHlzh9e7cuVKdOnSBddff73DfnL7imvp2rUrtFqt0qt269atCAoKQufOnWE0GtG2bVulRYJ8a9/P1pnfyWbNmqFdu3ZYsmSJss1qtWLZsmUYMmSIcoyqzKcrLV26FC1btkSLFi0cnisvNnW157rClb/zgOO1KSoqwoULF9ClSxcAqPBvVkV/Ny5evKj8/Zb71H777bdOtb+wt3LlSlx//fUO753RaMSDDz6IkydP4sCBAw77jx492mH89uwXZ4uIiEDz5s1hMBhw5513Ktvl31n7ubp06VJ0794dkZGRDu9R3759YbVald+xlStXIjAw0OHvTUBAgEPf5ZoyGo3Izc1VfrZ/rWazGRcvXkSTJk0QERFR4XtVkar8jSMiIvI2DG2JiIhUYjKZAMDh/6RezalTp6DVatGkSROH7fHx8YiIiMCpU6ccttsHswAQHh4OAEhMTKxw+5X9KbVaLRo1auSwrVmzZgDg0FNwxYoV6NKlC0JCQhAVFYWYmBjMmzevXNgFwGHF+6uZOXMmfv/9dyQmJuL666/HlClTHIIG+bU2b9683HNbtGhR7lqEhIQo/WFlkZGR1+zJWdl5dDodGjVqVO48VTFgwACsXr0aWVlZ2LRpE8aOHYtTp05h8ODBTi9GFhgYiPr16ztsO3LkCLKzsxEbG4uYmBiHf3l5eQ7H3r9/P2699VaEh4fDZDIhJiZGWeDqyvevfv365cLP8PBwp+eTM6oyx7t3747NmzcDkMLZTp06oVOnToiKisLmzZuRk5ODvXv3OgSsldm6dSv69u0Lg8GAiIgIxMTEKD1Jr7wOV/5eAeXn0qlTp9C0adNy+1U0XysSERGBVq1aOQSz7du3VwKorl27Ojym0+kcAmJnfydHjBiBrVu3Kn2g09PTkZmZiREjRij7VGU+XenIkSPYv39/uefJf0dqsuieMyr6e3Pp0iU8/vjjiIuLQ2hoKGJiYpT9KvqbdeX7HRkZCaBsfo8YMQLdunXD/fffj7i4ONx11134+uuvnQpwT506VeGcaNmypfL4tV4PUPHft/Dw8Ep/Z+3n6pEjR7Bq1apy71Hfvn0BlL1Hp06dQt26dWE0Gh2O5+ycdkZeXp7Dh5iFhYV48cUXlV67derUQUxMDLKysip8rypSlb9xRERE3iZQ7QEQERHVViaTCQkJCfj999+r9LxrVQ3KAgICqrRdXLHAmDM2b96MW265BT169MDcuXNRt25dBAUFYcGCBRUueFNZldiV7rzzTnTv3h3ffPMN1qxZgzfeeAOvv/46li9fjptvvrnK46zsNXsDvV6P7t27o3v37qhTpw6mTp2KH3/8EaNHj77mc4ODg8utHm+z2RAbG4svvviiwufI4U5WVhbS0tJgMpkwbdo0NG7cGCEhIfj111/xzDPPlAudPDGfZM7M8RtvvBEfffQRjh8/js2bN6N79+7QaDS48cYbsXnzZiQkJMBms10ztD127Bj69OmDFi1aYNasWUhMTIROp8PKlSvx9ttvO30davJ6K3LjjTfigw8+QFZWFrZu3YquXbsqj3Xt2hWffvopzGYztmzZgo4dOyoV51X5nRwxYgQmT56MpUuXYsKECfj6668RHh6Om266SdnH2flUEZvNhjZt2mDWrFkVPn5l4O9qFf29ufPOO7Ft2zZMmjQJ7dq1g9FohM1mw0033VRh0Hqt9zs0NBSbNm3Chg0b8MMPP2DVqlVYsmQJevfujTVr1rj0b09lfz9r8rtps9nQr18/PP300xXuKwfs7mY2m/HHH38oi+kB0uKCCxYswIQJE5Camorw8HBoNBrcddddToXiVf0bR0RE5G0Y2hIREalo8ODBmD9/PrZv3+7QyqAiSUlJsNlsOHLkiFKJBQAZGRnIyspCUlKSS8dms9lw/Phxh//T/scffwAAkpOTAQD/+c9/EBISgtWrVyM4OFjZb8GCBTU+f926dfHoo4/i0UcfRWZmJjp06IAZM2bg5ptvVl7r4cOHla9ayw4fPuyya2F/Hvuq45KSEpw4cUKpRnOVTp06AQDOnj0LwPmA3l7jxo2xbt06dOvW7aoheXp6Oi5evIjly5ejR48eyvYTJ05U+ZyuUpU5Loexa9euxc6dO/Hss88CAHr06IF58+YhISEBBoMBHTt2vOo5v//+exQXF+O7775zqKqsyVf3k5KSlBYN9g4fPuz0MW688UbMmzcP69atw+7duzFp0iTlsa5du6KwsBA//PADjh8/juHDhyuPVeV3smHDhrj++uuxZMkSjBs3DsuXL8ewYcMcnufsfKpI48aNsXfvXvTp0+eac7k6c72qLl++jPXr12Pq1Kl48cUXle0VvVdVodVq0adPH/Tp0wezZs3CK6+8gn//+9/YsGHDVf9GJCUlVTgn5K/tu/pvekUaN26MvLy8a/4tS0pKwvr165GXl+dQbVuVOX01y5YtQ2FhIQYMGOCwbfTo0XjrrbeUbUVFRcjKynJ4bmVzxxv/xhEREVUF2yMQERGp6Omnn4bBYMD999+PjIyMco8fO3YMs2fPBgAMHDgQAPDOO+847CNXsQ0aNMjl43v//feV+0IIvP/++wgKCkKfPn0ASJVcGo0GVqtV2e/kyZP473//W+1zWq3Wcl9bjY2NRUJCAoqLiwFI4WZsbCw++OADZRsA/Pjjjzh48KDLrkXfvn2h0+nw7rvvOlSnffLJJ8jOzq72edavX1/hdrmnq/yVY71eDwDlQoqrufPOO2G1WjF9+vRyj1ksFuVYchWe/esqKSnB3LlznT6Xq1Vljjds2BD16tXD22+/DbPZjG7dugGQwtxjx45h2bJl6NKlCwIDr16jUNF1yM7OrtEHDwMHDsRPP/2EHTt2KNvOnz9fabVqReQ+p7NmzYLZbHaotE1OTkbdunUxc+ZMh32Bqv9OjhgxAj/99BM+/fRTXLhwwaE1AuD8fKrInXfeib///hsfffRRuccKCwuRn5+v/GwwGKo0z6ujovcaKD/fquLSpUvltrVr1w4AHP42VWTgwIHYsWMHtm/frmzLz8/H/PnzkZyc7FT/75q68847sX37dqxevbrcY1lZWbBYLMpYLRYL5s2bpzxutVrx3nvv1XgMe/fuxYQJExAZGYmxY8cq2wMCAsq9V++9957D3AakuSOP1543/o0jIiKqClbaEhERqahx48ZYvHgxRowYgZYtW2LUqFFo3bo1SkpKsG3bNixduhRjxowBAFx33XUYPXo05s+fr3ztc8eOHfjss88wbNgw9OrVy6VjCwkJwapVqzB69GjccMMN+PHHH/HDDz/gueeeU74SPWjQIMyaNQs33XQTRo4ciczMTMyZMwdNmjTBb7/9Vq3z5ubmon79+rj99ttx3XXXwWg0Yt26ddi5c6dScRUUFITXX38d9957L9LS0vCPf/wDGRkZmD17NpKTk/HEE0+45BrExMRg8uTJmDp1Km666SbccsstOHz4MObOnYvOnTsrvRGraujQoWjYsCGGDBmCxo0bIz8/H+vWrcP333+Pzp07Y8iQIQCkr0OnpKRgyZIlaNasGaKiotC6dWuHrxBfKS0tDQ899BBeffVV7NmzB/3790dQUBCOHDmCpUuXYvbs2bj99tvRtWtXREZGYvTo0Rg/fjw0Gg0WLVrk8q/5V0VV53j37t3x1VdfoU2bNkqv0Q4dOsBgMOCPP/7AyJEjr3nO/v37Q6fTYciQIXjooYeQl5eHjz76CLGxsUrFc1U9/fTTWLRoEW666SY8/vjjMBgMmD9/PpKSkpz+vWjQoAESExOxfft2JCcnIyEhweHxrl274j//+Q80Go0SWANV/52888478dRTT+Gpp55CVFRUuYpLZ+dTRe655x58/fXXePjhh7FhwwZ069YNVqsVhw4dwtdff43Vq1cr1eUdO3bEunXrMGvWLCQkJKBhw4YOC9y5gslkQo8ePTBz5kyYzWbUq1cPa9asqVHl5bRp07Bp0yYMGjQISUlJyMzMxNy5c1G/fn2HML0izz77LL788kvcfPPNGD9+PKKiovDZZ5/hxIkT+M9//lOu9Yk7TJo0Cd999x0GDx6MMWPGoGPHjsjPz8e+ffuwbNkynDx5EnXq1MGQIUPQrVs3PPvsszh58iRSUlKwfPnyKveF3bx5M4qKimC1WnHx4kVs3boV3333HcLDw/HNN98gPj5e2Xfw4MFYtGgRwsPDkZKSgu3bt2PdunWIjo52OGa7du0QEBCA119/HdnZ2QgODkbv3r298m8cERFRlQgiIiJS3R9//CEeeOABkZycLHQ6nQgLCxPdunUT7733nigqKlL2M5vNYurUqaJhw4YiKChIJCYmismTJzvsI4QQSUlJYtCgQeXOA0CMHTvWYduJEycEAPHGG28o20aPHi0MBoM4duyY6N+/v9Dr9SIuLk689NJLwmq1Ojz/k08+EU2bNhXBwcGiRYsWYsGCBeKll14SV/7PjIrObf/YSy+9JIQQori4WEyaNElcd911IiwsTBgMBnHdddeJuXPnlnvekiVLRPv27UVwcLCIiooSd999t/jrr78c9pFfy5UqGmNl3n//fdGiRQsRFBQk4uLixCOPPCIuX75c4fHOnz9/zeN9+eWX4q677hKNGzcWoaGhIiQkRKSkpIh///vfIicnx2Hfbdu2iY4dOwqdTudwnSp7XbL58+eLjh07itDQUBEWFibatGkjnn76aXHmzBlln61bt4ouXbqI0NBQkZCQIJ5++mmxevVqAUBs2LBB2S8tLU20atWq3DmcnWcbNmwQAMTSpUsd9qvoPXB2jgshxJw5cwQA8cgjjzhs79u3rwAg1q9fX+n1sffdd9+Jtm3bipCQEJGcnCxef/118emnnwoA4sSJE9d8vWlpaSItLc1h22+//SbS0tJESEiIqFevnpg+fbr45JNPyh3zav7xj38IAGLkyJHlHps1a5YAIFq2bFnuMWd/J2XdunUTAMT9999f6VicmU8VXYeSkhLx+uuvi1atWong4GARGRkpOnbsKKZOnSqys7OV/Q4dOiR69OghQkNDBQAxevToa1wdydKlS8vN16v9Lv7111/i1ltvFRERESI8PFzccccd4syZMw6/W1c7xoIFCxzew/Xr14uhQ4eKhIQEodPpREJCgvjHP/4h/vjjD4fnVfb379ixY+L2228XERERIiQkRFx//fVixYoVDvtU9vsjROV/B6ryO5ubmysmT54smjRpInQ6nahTp47o2rWrePPNN0VJSYmy38WLF8U999wjTCaTCA8PF/fcc4/YvXu3ACAWLFhQ7lwVvQb5X1BQkIiJiRE9evQQM2bMEJmZmeWec/nyZXHvvfeKOnXqCKPRKAYMGCAOHTokkpKSys2Pjz76SDRq1EgEBAQ4zAdn/8YRERF5I40Q/KiRiIiIHI0ZMwbLli1DXl6e2kMhIiIiIiKqddjTloiIiIiIiIiIiMiLMLQlIiIiIiIiIiIi8iIMbYmIiIiIiIiIiIi8CHvaEhEREREREREREXkRVtoSEREREREREREReRGGtkREREREREREREReJFDtAXgDm82GM2fOICwsDBqNRu3hEBERERERERERkR8SQiA3NxcJCQnQaiuvp2VoC+DMmTNITExUexhERERERERERERUC/z555+oX79+pY8ztAUQFhYGQLpYJpNJ5dGQtzGbzVizZg369++PoKAgtYdDtQznH6mNc5DUxPlHauL8IzVx/pGaOP9Ibf4+B3NycpCYmKjkkZVhaAsoLRFMJhNDWyrHbDZDr9fDZDL55R8L8m6cf6Q2zkFSE+cfqYnzj9TE+Udq4vwjtdWWOXitFq1esxDZa6+9Bo1GgwkTJijbioqKMHbsWERHR8NoNGL48OHIyMhweN7p06cxaNAg6PV6xMbGYtKkSbBYLB4ePREREREREREREZFreEVou3PnTnz44Ydo27atw/YnnngC33//PZYuXYqNGzfizJkzuO2225THrVYrBg0ahJKSEmzbtg2fffYZFi5ciBdffNHTL4GIiIiIiIiIiIjIJVQPbfPy8nD33Xfjo48+QmRkpLI9Ozsbn3zyCWbNmoXevXujY8eOWLBgAbZt24affvoJALBmzRocOHAAn3/+Odq1a4ebb74Z06dPx5w5c1BSUqLWSyIiIiIiIiIiIiKqNtV72o4dOxaDBg1C37598fLLLyvbd+3aBbPZjL59+yrbWrRogQYNGmD79u3o0qULtm/fjjZt2iAuLk7ZZ8CAAXjkkUewf/9+tG/f3qOvhYiIiIiIiIh8i9VqhdlsVnsYXsNsNiMwMBBFRUWwWq1qD4dqIV+fg0FBQQgICKjxcVQNbb/66iv8+uuv2LlzZ7nHzp07B51Oh4iICIftcXFxOHfunLKPfWArPy4/Vpni4mIUFxcrP+fk5ACQJgX/UNOV5DnBuUFq4PwjtXEOkpo4/0hNnH+kJs4/zxBCIDMzU8kESCKEQHx8PE6fPn3NhZKI3MEf5qDJZEJsbGyF43f2b7tqoe2ff/6Jxx9/HGvXrkVISIhHz/3qq69i6tSp5bavWbMGer3eo2Mh37F27Vq1h0C1GOcfqY1zkNTE+Udq4vwjNXH+uVdYWBgiIyNRp04d6HQ6nw2HiMh7CCFQUlKC8+fP448//kBubm65fQoKCpw6lmqh7a5du5CZmYkOHToo26xWKzZt2oT3338fq1evRklJCbKyshyqbTMyMhAfHw8AiI+Px44dOxyOm5GRoTxWmcmTJ2PixInKzzk5OUhMTET//v1hMplc8fLIj5jNZqxduxb9+vVDUFCQ2sOhWobzj9TGOUhq4vwjNXH+kZo4/9zParXi+PHjiImJQXR0tNrD8SpCCOTm5iIsLIxBNqnCH+ZgSEgIgoOD0bVr13KtEpyt7lcttO3Tpw/27dvnsO3ee+9FixYt8MwzzyAxMRFBQUFYv349hg8fDgA4fPgwTp8+jdTUVABAamoqZsyYgczMTMTGxgKQPok0mUxISUmp9NzBwcEIDg4utz0oKIj/QaRKcX6Qmjj/SG2cg6Qmzj9SE+cfqYnzz32sVis0Gg2MRiO0WtXXaPcqNpsNAKDRaHhtSBX+MAeNRiMuXLgAAOX+jjv7d1210DYsLAytW7d22GYwGBAdHa1sv++++zBx4kRERUXBZDLhscceQ2pqKrp06QIA6N+/P1JSUnDPPfdg5syZOHfuHJ5//nmMHTu2wlCWiIiIiIiIiEjmq1V8ROTdXPG3RdWFyK7l7bffhlarxfDhw1FcXIwBAwZg7ty5yuMBAQFYsWIFHnnkEaSmpsJgMGD06NGYNm2aiqMmIiIiIiIiIiIiqj6vqjFOT0/HO++8o/wcEhKCOXPm4NKlS8jPz8fy5cvL9apNSkrCypUrUVBQgPPnz+PNN99EYKBXZ9FERERERERERKo4efIkNBoN9uzZ4/RzFi5c6LDekFrj8GXz589HYmIitFot3nnnHUyZMgXt2rVTe1jkxbwqtCUiIiIiIiIioqv7888/8a9//QsJCQnQ6XRISkrC448/josXL17zuYmJiTh79my5lpVXM2LECPzxxx81GXK1nDhxAiNHjkRCQgJCQkJQv359DB06FIcOHQLgO8FvTk4Oxo0bh2eeeQZ///03HnzwQbWHRD6AoS0RERERERERkY84fvw4OnXqhCNHjuDLL7/E0aNH8cEHH2D9+vVITU3FpUuXKn1uSUkJAgICEB8fX6VvKYeGhioLwHuK2WxGv379kJ2djeXLl+Pw4cNYsmQJ2rRpg6ysrCodq6SkxD2DdNLp06dhNpsxaNAg1K1bF3q9XtXxkG9gaEtERERERERE5CPGjh0LnU6HNWvWIC0tDQ0aNMDNN9+MdevW4e+//8a///1vZd/k5GRMnz4do0aNgslkwoMPPlhhdep3332Hpk2bIiQkBH369MGXX36JgIAAJRy9sj2C/NX+RYsWITk5GeHh4bjrrruQm5ur7LNq1SrceOONiIiIQHR0NAYPHoxjx445/Tr379+PY8eOYe7cuejSpQuSkpLQrVs3vPzyy8oC9Q0bNgQAtG/fHhqNBj179gQAjBkzBsOGDcOMGTOQkJCA5s2bA5AqlO+8805EREQgKioKQ4cOxcmTJ5Vz7ty5E/369UOdOnUQHh6OtLQ0/Prrrw7j0mg0+PDDDzF48GDo9Xq0bNkS27dvx9GjR9GzZ08YDAZ07dpVea0LFy5EmzZtAACNGjWCRqNxOKfMZrNh2rRpqF+/PoKDg9GuXTusWrVKefz222/HuHHjlJ8nTJgAjUajVB2XlJTAYDBg3bp1Tl9j8m4MbYmIiIiIiIiIhADMRer8E8KpIV66dAmrV6/Go48+itDQUIfH4uPjcffdd2PJkiUQdsd78803cd1112H37t144YUXyh3zxIkTuP322zFs2DDs3bsXDzzwAF5++eVrjuXYsWP473//ixUrVmDFihXYuHEjXnvtNeXx/Px8TJw4Eb/88gvWr18PrVaLW2+9FTabzanXGhMTA61Wi2XLlsFqtVa4z44dOwAA69atw9mzZ7F8+XLlsfXr1+Pw4cNYu3YtVqxYAbPZjAEDBiAsLAybN2/G1q1bYTQacdNNNymVuLm5uRg9ejS2bNmCn376CU2bNsXAgQMdwmgAShC+Z88etGjRAiNHjsRDDz2EyZMn45dffoEQQglYR4wYoQSpO3bswNmzZ5GYmFjutcyePRtvvfUW3nzzTfz2228YMGAAbrnlFhw5cgQAkJaWhvT0dGX/jRs3ok6dOsq2nTt3wmw2o2vXrk5dX/J+XLGLiIiIiIiIiMhSDCwdrc657/gMCAq55m5HjhyBEAItW7as8PGWLVvi8uXLOH/+vNLOoHfv3njyySeVfa6s8vzwww/RvHlzvPHGGwCApk2b4tdff8Vbb7111bHYbDYsXLgQYWFhAIB77rkH69evx4wZMwAAw4cPd9j/008/RUxMDA4cOOBUP9169erh3XffxdNPP42pU6eiU6dO6NWrF+6++240atQIgBTsAkB0dHS5hesNBgM+/vhj6HQ6AMDnn38Om82Gjz/+GBqNBgCwYMECREREID09Hf3790fv3r0djjF//nxERERg48aNGDx4sLL93nvvxZ133gkAeOaZZ5CamooXXngBAwYMAAA8/vjjuPfeewFIrSWio6OV8V45Ttmbb76JZ555BnfddRcA4PXXX8eGDRvwzjvvYM6cOejZsycef/xxnD9/HoGBgThw4ABeeOEFpKen4+GHH0Z6ejo6d+7M1gt+hJW2REREREREREQ+RDhZmQsAnTp1uurjhw8fRufOnR22dejQ4ZrHTU5OVgJbAKhbty4yMzOVn48cOYJ//OMfaNSoEUwmE5KTkwFI/V2dNXbsWJw7dw5ffPEFUlNTsXTpUrRq1Qpr16695nPbtGmjBLYAsHfvXhw9ehRhYWEwGo0wGo2IiopCUVGR0sogIyMDDzzwAJo2bYrw8HCYTCbk5eWVG3Pbtm2V+3Fxccr57LcVFRUhJyfHqdeZk5ODM2fOoFu3bg7bu3XrhoMHDwIAWrdujaioKGzcuBGbN29G+/btMXjwYGzcuBGAVHkrt4cg/8BKWyIiIiIiIiKiwGCp4lWtczuhSZMm0Gg0OHjwIG699dZyjx88eBCRkZFKBSogVZy6Q1BQkMPPGo3GofXBkCFDkJSUhI8++ggJCQmw2Wxo3bp1lRcFCwsLw5AhQzBkyBC8/PLLGDBgAF5++WX069fvqs+78nXn5eWhY8eO+OKLL8rtK1+v0aNH4+LFi5g9ezaSkpIQHByM1NTUcmO2f+1y1W5F25xtBeEMjUaDHj16ID09HcHBwejZsyfatm2L4uJi/P7779i2bRueeuopl52P1MdKWyIiIiIiIiIijUZqUaDGv9KQ71qio6PRr18/zJ07F4WFhQ6PyRWpI0aMUEJDZzRv3hy//PKLw7bdu3c7/fyKXLx4EYcPH8bzzz+PPn36KG0bakqj0aBFixbIz88HAKWStrKet/Y6dOiAI0eOIDY2Fk2aNHH4Fx4eDgDYunUrxo8fj4EDB6JVq1YIDg7GhQsXajzuazGZTEhISMDWrVsdtm/duhUpKSnKz3Jf2/T0dPTs2RNarRY9evTAG2+8geLi4nKVuuTbGNoSERF5o5NbgB0fAVaz2iMhIiIiIi/y/vvvo7i4GAMGDMCmTZvw559/YtWqVejXrx/q1aun9JR11kMPPYRDhw7hmWeewR9//IGvv/4aixcvBoAqhb/2IiMjER0djfnz5+Po0aP43//+h4kTJ1bpGHv27MHQoUOxbNkyHDhwAEePHsUnn3yCTz/9FEOHDgUAxMbGIjQ0FKtWrUJGRgays7MrPd7dd9+NOnXqYOjQodi8eTNOnDiB9PR0jB8/Hn/99RcAqZ/vokWLcPDgQfz888+4++67yy345i6TJk3C66+/jiVLluDw4cN49tlnsWfPHjz++OPKPj179sSBAwewf/9+3Hjjjcq2L774Ap06dXJbVTWpg6EtERGRN/rta+DoOuDPHWqPhIiIiIi8SNOmTfHLL7+gUaNGuPPOO9G4cWM8+OCD6NWrF7Zv346oqKgqHa9hw4ZYtmwZli9fjrZt2+LDDz9UFi4LDnaubcOVtFotvvrqK+zatQutW7fGE088oSx05qz69esjOTkZU6dOxQ033IAOHTpg9uzZmDp1Kv79738DAAIDA/Huu+/iww8/REJCghLmVkSv12PTpk1o0KABbrvtNrRs2RL33XcfioqKYDKZAACffPIJLl++jA4dOuCee+7B+PHjlQXd3G38+PGYOHEinnzySbRp0warVq3Cd999h6ZNmyr7tGnTBhEREWjXrh2MRiMAKbS1Wq3sZ+uHNKIq3av9VE5ODsLDw5Gdna38ohLJzGYzVq5ciYEDB5br2UPkbpx/tdh/7geKc4GkbkC38aoNg3OQ1MT5R2ri/CM1cf65X1FREU6cOIGGDRsiJCRE7eF4FZvNhhdffBGfffYZ/vzzT7WHQ7WQzWZDTk4OTCYTtFrfrDe92t8YZ3NILkRGRETkjcylPcrO7gFsVkAboOpwiIiIiMh/zZ07F507d0Z0dDQ2b96M9957D+PGjVN7WES1GkNbIiIib2O1ADaLdL8kH7jwBxDbUt0xEREREZHfOnLkCF5++WVcunQJDRo0wLhx4/DSSy+pPSyiWo2hLRERkbexOK4EjL9/ZWhLRERERG7z9ttv4+233wZQ9tX0wEBGRkRq8s3GEERERP7MXOT489+71BkHERERERERqYKhLRERkbcxF0i3gcGARgvk/A3kZqg7JiIiIiIiIvIYhrZERETexlJaaRsSDsQ0l+6f+VW98RAREREREZFHMbQlIiLyNubSnraBoUC9jtL9M7vVGw8RERERERF5FENbIiIibyNX2gaFAAkdpPsZ+8v3uiUiIiIiIiK/xNCWiIjI29hX2poSAGMcYLMA5/apOy4iIiIiIiLyCIa2RERE3sa+0lajAeqVVtv+vUu9MRERERERXcWUKVPQrl07tYfhMfPnz0diYiK0Wi3eeecdtYfjlNr0HhUUFGD48OEwmUzQaDTIyspCcnKyz7xXAENbIiIi72NfaQuUtUg4sxsQQp0xEREREZHqPvjgA4SFhcFisSjb8vLyEBQUhJ49ezrsm56eDo1Gg2PHjnl4lM45efIkNBoN9uzZU+k+U6ZMgUajueo/NeTk5GDcuHF45pln8Pfff+PBBx9UZRzu8M0336BLly4IDw9HWFgYWrVqhQkTJiiP+0rw+9lnn2Hz5s3Ytm0bzp49i/DwcLWHVGUMbYmIiLyNHNoGlYa2sSlAYDBQlAVcOq7asIiIiIhIXb169UJeXh5++eUXZdvmzZsRHx+Pn3/+GUVFZWsgbNiwAQ0aNEDjxo3VGKpLPPXUUzh79qzyr379+pg2bZrDNnslJSUeGdfp06dhNpsxaNAg1K1bF3q9vlrHMZvNLh5Zzaxfvx4jRozA8OHDsWPHDuzatQszZsyo1jjVfm3Hjh1Dy5Yt0bp1a8THx6sW8NcEQ1siIiJvY7kitA0IBOpeJ93/+1d1xkREREREqmvevDnq1q2L9PR0ZVt6ejqGDh2Khg0b4qeffnLY3qtXLwDAokWL0KlTJ4SFhSE+Ph4jR45EZmYmAMBms6F+/fqYN2+ew7l2794NrVaLU6dOAQCysrJw//33IyYmBiaTCb1798bevXuvOt6PP/4YLVu2REhICFq0aIG5c+cqjzVs2BAA0L59e2g0mnKVwgBgNBoRHx+v/AsICFBeQ3x8PO666y6MGzcOEyZMQJ06dTBgwAAAwKxZs9CmTRsYDAYkJibi0UcfRV5ennLchQsXIiIiAqtXr0bLli1hNBpx0003OYTA6enpuP7662EwGBAREYFu3brh1KlTWLhwIdq0aQMAaNSoETQaDU6ePAkAmDdvHho3bgydTofmzZtj0aJFDq9Ho9Fg3rx5uOWWW2AwGDBjxgylcvXTTz9FgwYNYDQa8eijj8JqtWLmzJmIj49HbGwsZsyY4XAsZ96P1157DXFxcQgLC8N9993nEOpX5Pvvv0e3bt0wadIkNG/eHM2aNcOwYcMwZ84c5bpNnToVe/fuVSqdFy5cWOlrA4Bvv/0WHTp0QEhICBo1aoSpU6c6VIo7+16tWLECzZs3h16vx+23346CggJ89tlnSE5ORmRkJMaPHw+r1QoA6NmzJ9566y1s2rSp0rkFSOH70KFDYTQaYTKZcOeddyIjIwMAkJ2djYCAAOUDEpvNhqioKHTp0kV5/ueff47ExMSrXtOaYGhLRETkbcxyT9vQsm31Okq3ZxjaEhEREbmDEAIF5gJV/okqtMDq1asXNmzYoPy8YcMG9OzZE2lpacr2wsJC/Pzzz0poazabMX36dOzduxf//e9/cfLkSYwZMwYAoNVq8Y9//AOLFy92OM/ixYvRrVs3JCUlAQDuuOMOZGZm4scff8SuXbvQoUMH9OnTB5cuXapwnF988QVefPFFzJgxAwcPHsQrr7yCF154AZ999hkAYMeOHQCAdevW4ezZs1i+fLnT18DeZ599Bp1Oh61bt+KDDz5QXtO7776L/fv347PPPsP//vc/PP300w7PKygowJtvvolFixZh06ZNOH36NJ566ikAgMViwbBhw5CWlobffvsN27dvx4MPPgiNRoMRI0Zg3bp1yms4e/YsEhMT8c033+Dxxx/Hk08+id9//x0PPfQQ7r33Xof3CpDaC9x6663Yt28f/vWvfwGQqkJ//PFHrFq1Cl9++SU++eQTDBo0CH/99Rc2btyI119/Hc8//zx+/vln5TjXej++/vprTJkyBa+88gp++eUX1K1b1yE0r0h8fDz279+P33//vcLHR4wYgSeffBKtWrVSKp1HjBhR6WvbvHkzRo0ahccffxwHDhzAhx9+iIULFzoE0BW9V88880y59+rdd9/FV199hVWrViE9PR233norVq5ciZUrV2LRokX48MMPsWzZMgDA8uXL8cADDyA1NbXSuWWz2TB06FBcunQJGzduxNq1a3H8+HHl9YSHh6Ndu3bKByT79u2DRqPB7t27lVB548aNSEtLu+o1rYlAtx2ZiIiIqufKnrYAULeddHvpOFBwCdBHeXxYRERERP6s0FKIGxbfoMq5fx75M/RBzn3FvlevXpgwYQIsFgsKCwuxe/dupKWlwWw2K6Hl9u3bUVxcrIS2cjgISNWh7777Ljp37oy8vDwYjUbcfffdeOutt3D69GnUr18fNpsNS5YswfPPPw8A2LJlC3bs2IHMzEwEBwcDAN58803897//xbJlyyrs6frSSy/hrbfewm233QZAqqyVg7vRo0cjJiYGABAdHY34+PhqXjmgadOmmDlzpsM2+x6sycnJePnll/Hwww87hJby9ZLbR4wbNw7Tpk0DIPWszc7OxuDBg5XHW7ZsqTw3OjoaABATE6OM/c0338SYMWPw6KOPAgAmTpyIn376CW+++abyPgDAyJEjce+99zqM12az4dNPP0VYWBhSUlLQq1cvHD58GCtXroRWq0Xz5s3x+uuvY8OGDbjhhhucej/eeecd3HfffbjvvvsAAC+//DLWrVt31Wrbxx57DJs3b0abNm2QlJSELl26oH///rj77rsRHByM0NBQGI1GBAYGVvieXfna/vWvf+HZZ5/F6NGjAUhzb/r06Xj66afx0ksvXfW9evXVVx3eK7mKGQBuv/12LFq0CBkZGTAajco127BhA0aMGIGoqCjo9XrodLpK59b69euxb98+nDhxQqmW/b//+z+0atUKO3fuROfOndGzZ0+kp6fjqaeeQnp6Ovr164dDhw5hy5YtuOmmm5Cenl7uwwBXYqUtERGRt1HaI4SUbQuNAKKbSPfP7Pb4kIiIiIjIO/Ts2RP5+fnYuXMnNm/ejGbNmiEmJgZpaWlKX9v09HQ0atQIDRo0AADs2rULQ4YMQYMGDRAWFqZUB54+fRoA0K5dO7Rs2VKptt26dSsyMzNxxx13AAD27t2LvLw8REdHw2g0Kv9OnDhR4UJn+fn5OHbsGO677z6H/V9++WWXL4zWsWPHctvWrVuHPn36oF69eggLC8M999yDixcvoqCgQNlHr9c79PutW7eu0jIiKioKY8aMwYABAzBkyBDMnj27XP/cKx08eBDdunVz2NatWzccPHjQYVunTp3KPTc5ORlhYWHKz3FxcUhJSYFWq3XYJo/Pmffj4MGDuOEGxw8hUlNTr/oaDAYDfvjhBxw9ehTPP/88jEYjnnzySVx//fUO164yV762vXv3Ytq0aQ5jfOCBB3D27FnleNV5r+Li4pCcnAyj0Vjh9XHGwYMHkZiY6NDeICUlBREREcp7lpaWhi1btsBqtWLjxo3o2bOnEuSeOXMGR48erbT1giuw0paIiMjbyO0R7CttASChPXDxqNTXtkkfz4+LiIiIyI+FBobi55E/X3tHN53bWU2aNEH9+vWxYcMGXL58WQlgExISkJiYiG3btmHDhg3o3bs3AClAHTBgAAYMGIAvvvgCMTExOH36NAYMGOCwcNfdd9+NxYsX4+mnn8ayZcswYMAApaI0Ly+vXC9dWURERLlt8tfHP/roo3LBYUBAgNOv1RkGg8Hh55MnT2Lw4MF45JFHMGPGDERFRWHLli247777UFJSoiwaFhQU5PA8jUbj0KZiwYIFGD9+PFatWqVUHa9du9ahp6krxlvZWCraZrPZAFT9/aiqxo0bo3Hjxrj//vvx73//G82aNcOSJUvKVQhf6crXlpeXh6lTpyrV1vZCQkKu+l7ZL2RW1evjKj169EBubi5+/fVXbNq0Ca+88gri4+Px2muv4brrrkNCQgKaNm3q0nPaY2hLRETkbSqqtAWkvrb7lgIZ+wBLCRCo8/zYiIiIiPyURqNxukWB2nr16oX09HRcvnwZkyZNUrb36NEDP/74I3bs2IFHHnkEAHDo0CFcvHgRr732mlJVKC+uZG/kyJF4/vnnsWvXLnz77bcOC5N16NAB586dQ2BgIJKTk685vri4OCQkJOD48eO4++67K9xHp5P+t6y8eJSr7Nq1CzabDW+99ZZSqfr1119X61jt27dH+/btMXnyZKSmpmLx4sWVhrYtW7bE1q1blVYAgFSxnJKSUq1zX40z70fLli3x888/Y9SoUco2+4XqnJWcnAy9Xo/8/HwA0vvm7HvWoUMHHD58GE2aNKnwcVe+V1XVsmVL/Pnnn/jzzz+V34sDBw4gKytLec8iIiLQtm1bvP/++wgKCkKLFi0QGxuLESNGYMWKFW7tZwswtCUiIvI+ck/boCsqLiKTgdBIoPAykHkASGjn6ZERERERkRfo1asXxo4dC7PZ7BAcpaWlYdy4cSgpKVH6qDZo0AA6nQ7vvfceHn74Yfz++++YPn16uWMmJyeja9eueOCBB2Cz2XDLLbcoj/Xt2xepqakYNmwYZs6ciWbNmuHMmTP44YcfcOutt1b4lf+pU6di/PjxCA8Px0033YTi4mL88ssvuHz5MiZOnIjY2FiEhoZi1apVqF+/PkJCQhAeHl7ja9OkSROYzWa89957GDJkiMMCZc46ceIE5s+fj1tuuQUJCQk4fPgwjhw54hCAXmnSpEm488470b59e/Tt2xfff/89li9frixa5krOvB+PP/44xowZg06dOqFbt2744osvsH//fjRq1KjS406ZMgUFBQUYOHAgkpKSkJWVhXfffRdmsxn9+vUDIM2TEydOYM+ePahfvz7CwsKUvrpXevHFFzF48GA0aNAAt99+O7RaLfbu3Yvff/8dL7/8skveq+rq27cv2rRpg7vvvhvvvPMOLBYLHn30UaSlpTnM5549e+K9997D7bffDkBqndGyZUssWbIEc+bMcesY2dOWiIjI21S0EBkAaDRStS0AnPnVs2MiIiIiIq/Rq1cvFBYWokmTJoiLi1O2p6WlITc3F82bN0fdunUBSItlLVy4EEuXLkVKSgpee+01vPnmmxUe9+6778bevXsxaNAghIaW/W9RjUaDlStXokePHrj33nvRrFkz3HXXXTh16pTD+e3df//9+Pjjj7FgwQK0adMGaWlpWLhwIRo2bAgACAwMxLvvvosPP/wQCQkJGDp0qEuuzXXXXYdZs2bh9ddfR+vWrfHFF184LGrlDL1ej0OHDmH48OFo1qwZHnzwQYwdOxYPPfRQpc8ZNmwYZs+ejTfffBOtWrXChx9+iAULFril56kz78eIESPwwgsv4Omnn0bHjh1x6tQppfq6MmlpaTh+/DhGjRqFFi1a4Oabb8a5c+ewZs0aNG/eHAAwfPhw3HTTTejVqxdiYmLw5ZdfVnq8AQMGYMWKFVizZg06d+6MLl264O2330ZSUhIA17xX1aXRaPDtt98iMjISPXr0QN++fdGoUSMsWbLEYb+0tDRYrVaH97Fnz57ltrlljMK+YUctlZOTg/DwcGRnZ8NkMqk9HPIyZrMZK1euxMCBA8v1TCFyN86/WkgI4Mt/ABDArR9IlbX2/toFbJoJGOoAt7wvBbluxDlIauL8IzVx/pGaOP/cr6ioCCdOnEDDhg0REhJy7SfUIjabDTk5OTCZTA4LYRF5ij/Mwav9jXE2h/TNV05EROSvLMUASj9PrWhBivjWQEAQkH8ByP7Lo0MjIiIiIiIiz2BoS0REvmH358D/ZgBWi9ojcS9zQekdDRBYQW+owGAgrrV0/+9dHhsWEREREREReQ5DWyIi8n42K3BoJXDuNyDrlNqjcS9LkXQbFFJ564OEDtIt+9oSERERERH5JYa2RETk/fIyAWGV7hdcUncs7lbZImT26pWGtuf/AIpz3T8mIiIiIiIi8iiGtkRE5P1yz5TdL7io3jg8wb7StjKGOkBEAwACOLPHE6MiIiIiIiIiD2JoS0RE3i/3XNn9wlpSaRukv/p+bJFAREREVGM2m03tIRCRH3LF35ZAF4yDiIjIvXJqUaWt0h7hKpW2gNQi4cB/pUpbqwUI4H/SiYiIiJyl0+mg1Wpx5swZxMTEQKfTQVPZegK1jM1mQ0lJCYqKiqDVstaPPM+X56AQAiUlJTh//jy0Wi10Ol21j8X/h0dERN4v92zZfX8PbZ1pjwAA0U0BnREoyQMu/AHEpbh/bERERER+QqvVomHDhjh79izOnDlz7SfUIkIIFBYWIjQ0lEE2qcIf5qBer0eDBg1qFDoztCUiIu+XYx/a1pL2CFdbiAwAtFogoT1wcrPUIoGhLREREVGV6HQ6NGjQABaLBVarVe3heA2z2YxNmzahR48eCAoKUns4VAv5+hwMCAhAYGBgjQNnhrZEROTdzEWOfWwLLgJCAD76ies1OVtpCwD1Okqh7d+/Au3/6d5xEREREfkhjUaDoKAgnwyG3CUgIAAWiwUhISG8LqQKzkGJbzWGICKi2kdujSAvzGWzAMW56o3H3ZxdiAwA6rYFNAFAzt+Oi7URERERERGRT2NoS0RE3k0ObcPrAyHh0n1/7mvr7EJkAKAzALEtpPtndrtvTERERERERORRDG2JiMi75ZQuDBFWF9BHS/cL/bivrUWutL1GT1tZQgfp9u9d7hkPEREREREReRxDWyIi8m7y1/5NCUBolHTfnxcjM8s9bZ0MbeuVhraZB8uqdImIiIiIiMinMbQlIiLv5lBpK4e2/tweoUC6DXQytDUlAGHxUq/fs7+5b1xERERERETkMQxtiYjIewlR1tPWZNcewZ9DW4tcaetET1uZ3CLhzK+uHw8RERERERF5HENbIiLyXsU5pZWnGsAYX0sqbeWFyJystAXKWiT8/asUdBMREREREZFPUzW0nTdvHtq2bQuTyQSTyYTU1FT8+OOPyuM9e/aERqNx+Pfwww87HOP06dMYNGgQ9Ho9YmNjMWnSJFgsFk+/FCIicge5NYIhGgjU2VXa+nFP2+pU2sa0BAJDpJD74jH3jIuIiIiIiIg8JlDNk9evXx+vvfYamjZtCiEEPvvsMwwdOhS7d+9Gq1atAAAPPPAApk2bpjxHr9cr961WKwYNGoT4+Hhs27YNZ8+exahRoxAUFIRXXnnF46+HiIhcTG6NEJYg3dq3RxAC0GjUGZc7VafSNiAQqHsd8OfPUouEOk3cMzYiIiIiIiLyCFUrbYcMGYKBAweiadOmaNasGWbMmAGj0YiffvpJ2Uev1yM+Pl75ZzKZlMfWrFmDAwcO4PPPP0e7du1w8803Y/r06ZgzZw5KSkrUeElERORKOXb9bAEgtLQ9grUEKMlXZ0zuZLVIC4oBVau0BRxbJBAREREREZFPU7XS1p7VasXSpUuRn5+P1NRUZfsXX3yBzz//HPHx8RgyZAheeOEFpdp2+/btaNOmDeLi4pT9BwwYgEceeQT79+9H+/btKzxXcXExiouLlZ9zcnIAAGazGWaz2R0vj3yYPCc4N0gNtX3+abP+gsZmg00fC2E2A9AgIEgPFOfBmpMBRASrPUTXKs5FgM0GALAiEKjK+x7TBgFCABePwZqdUdb/t4Zq+xwkdXH+kZo4/0hNnH+kJs4/Upu/z0FnX5dGCHVXLNm3bx9SU1NRVFQEo9GIxYsXY+DAgQCA+fPnIykpCQkJCfjtt9/wzDPP4Prrr8fy5csBAA8++CBOnTqF1atXK8crKCiAwWDAypUrcfPNN1d4zilTpmDq1Knlti9evNih/QIREamr7Z8LEVpyCYfq3oZsfTIAoM1fi6AvPo9DdW9Ftr6hugN0MZ05B+1PfwybJhA7G42v8vNb/f0ljEVncTymL86b2rphhERERERERFQTBQUFGDlyJLKzsx06ClxJ9Urb5s2bY8+ePcjOzsayZcswevRobNy4ESkpKXjwwQeV/dq0aYO6deuiT58+OHbsGBo3blztc06ePBkTJ05Ufs7JyUFiYiL69+9/1YtFtZPZbMbatWvRr18/BAUFqT0cqmVq9fwTNgQs+wqwxSL65jsAQwwAQLt5PzRndqNO+5YQjXurPEgXyzqNgNXfASEm5QPMqtAcKIF239eIqRcE241Vf35FavUcJNVx/pGaOP9ITZx/pCbOP1Kbv89B+Rv/16J6aKvT6dCkibRgSseOHbFz507Mnj0bH374Ybl9b7jhBgDA0aNH0bhxY8THx2PHjh0O+2RkZAAA4uPjKz1ncHAwgoPLf6U2KCjILycDuQbnB6mpVs6/3AwANiBQB2143bJFx4wxgFYLbUk24HfXxAJotYBOD211XluDzsD+ZUDmfgRoBBCoc9nIauUcJK/B+Udq4vwjNXH+kZo4/0ht/joHnX1Nqi5EVhGbzebQb9benj17AAB160oL0qSmpmLfvn3IzMxU9lm7di1MJhNSUlLcPlYiInKj3DPSbZhdYAuU9WotuOT5MbmbuVC6DQyt3vMjkgB9tLRQW+Z+142LiIiIiIiIPErVStvJkyfj5ptvRoMGDZCbm4vFixcjPT0dq1evxrFjx5T+ttHR0fjtt9/wxBNPoEePHmjbVurT179/f6SkpOCee+7BzJkzce7cOTz//PMYO3ZshZW0RETkQ3LOSremuo7b9dHSbcFFz47HEyxF0m1QSPWer9EACe2Bo+uAv3dJ94mIiIiIiMjnqBraZmZmYtSoUTh79izCw8PRtm1brF69Gv369cOff/6JdevW4Z133kF+fj4SExMxfPhwPP/888rzAwICsGLFCjzyyCNITU2FwWDA6NGjMW3aNBVfFRERuYR9pa09fw5ta1ppCwD1OpSGtruBTsKxSpmIiIiIiIh8gqqh7SeffFLpY4mJidi4ceM1j5GUlISVK1e6clhEROQNcs9Jt6YEx+1yaFvox+0RgmoQ2sa1BgKCgIILQNZpIDLJNWMjIiIiIiIij/G6nrZEREQAgJxKKm1DS3vamguBkgLPjsndLC4IbQODgbg20v0zv9Z8TERERERERORxDG2JiMj7WIrL2h9cGdoGhQBBeum+v1Xbmkt72gZWs6etrF4H6fZvhrZERERERES+iKEtERF5H7k1gs4IhJjKP+6vfW1dUWkLAAmloe2FI0BRTs2ORURERERERB7H0JaIiLyP0hohvuLH/TW0lSttaxraGqKBiCQAAji7p6ajIiIiIiIiIg9jaEtERN4n96x0e+UiZDJ9aV/bAn9rj1BaaRtYw9AWYIsEIiIiIiIiH8bQloiIvI8c2l7Zz1amVNr6WWirtEeoYU9bAKjXUbo9uxewWmp+PCIiIiIiIvIYhrZEROR95PYI16y0ZXuESkU1BoJNgLkAuHC45scjIiIiIiIij2FoS0RE3kWIa1fahpaGtoV+VmlrLpBuXdEeQasFEtpL99kigYiIiIiIyKcwtCUiIu9SnAuU5Ev3a9tCZBa50tYF7REAu762u1xzPCIiIiIiIvIIhrZERORd5CpbfR0gMLjifeT2CCX5ZS0F/IErFyIDgPi2gCZAuqY5Z11zTCIiIiIiInI7hrZERORdlH62lbRGAIAgfVmg6y8tEoQALMXSfVdV2ur0QGwL6f4ZtkggIiIiIiLyFQxtiYjIuyj9bCtpjQAAGo1diwQ/CW0txQCEdN9VlbYAUK+jdMu+tkRERERERD6DoS0REXkXJbRNuPp+/tbXVl6EDJrK20JUR0JpX9vMg0BJwdX3JSIiIiIiIq/A0JaIiLyL3Hv1au0RAP8Lbe0XIdNoXHdcU10grC4grMC531x3XCIiIiIiInIbhrZEROQ9bLaqV9r6S09beRGyIL3rj12vtNqWLRKIiIiIiIh8AkNbIiLyHgUXAZsF0AYChpir7xsaVfocPwttA120CJk9uUXCmd3SgmdERERERETk1RjaEhFVRggGXJ6We0a6NcYB2mv8J0ovh7b+1h7BhYuQyWJaSMctzgEuHXf98YmIiIiIiMilGNoSEVVECGDVZGD1v6Wv7JNn5JSGttfqZwv4X09bd1baBgQCkcnS/dxzrj8+ERERERERuRRDWyKiihTnAJdPAJeOAdmn1R5N7eFsP1ugrNK2OBewlLhvTJ5ivxCZO+jrSLcFF9xzfCIiIiIiInIZhrZERBWRqx4BIPOQeuOobXJKQ1tnKm11RiAgSLrvD4uRKZW2bmiPAACG0tA2n6EtERERERGRt2NoS0RUEXNB2f3zB9UbR20j97R1ptJWo7FrkeAHoa3bK239rJ0EERERERGRH2NoS0RUEftK2/OHuSCZJ1hKgPzSQNGZSlvAv4JI+YOCIL17ju9P14qIiIiIiMjPMbQlIqqIfWhbeBnIy1BvLLVF3jkAQgotg03OPSe0tK+tPwSR5tJKW3csRAaUhbZsj0BEREREROT1GNoSEVXEvj0CAJxnX1u3U/rZJkitD5whB5H+0NPWUvpBQZCbe9qW5JUFxEREREREROSVGNoSEVXkylCLi5G5n9LP1snWCIB/feVfnnPuCm11hrIqXn+4XkRERERERH6MoS0RUUXkSlv5a/pcjMz95ErbsHjnn6OX2yNcdv14PE2ec4FuCm2BsmpbhrZERERERERejaEtEVFF5J62Ce0AaIDcc1JvW3KfXLv2CM7S+1FPW4tcaeumnrYAoJdDW/a1JSIiIiIi8mYMbYmIKiJXPRpigIhE6f75w+qNpzaQQ9vqtEcoygasFtePyZPkDwo8UWmb7wchNxERERERkR9jaEtEVBGz3aJQMc2l+1yMzH2Kc6V/QNVC22AToA0EIHy/Etrs5oXIALvKZFbaEhEREREReTOGtkREFbGveoxpKd3nYmTuk3tOug2Nqlp7AI2mLIgsvOT6cXmSxc0LkQF27RFYaUtEREREROTNGNoSEVXEYlf1GFsa2l4+CZQUqDYkv5ZzRro1VaHKVia3SPDlINJqAWyl7R0C3djTVmmPwEpbIiIiIiIib8bQloioIvZfVddHSb1tIYALf6g6LL9VnX62slA/WIxM/pAAcHOlrRxwXwCEcN95iIiIiIiIqEYY2hIRVUReiCxIL93K1bbsa+seSqVtQtWf6w+VtubS1ggBQYA2wH3nka+V1VzWQ5iIiIiIiIi8DkNbIqKKXLkoVEwL6ZahrXsolbbxVX+u3g8qbeUPCQLdWGULSKFwSLh035evFxERERERkZ9jaEtEVJHKKm0vHJGqFMl1hCgLbU31qv58pdLWhxciUxYhc2M/WxkXIyMiIiIiIvJ6DG2JiK5ktZQFs3KIFlYXCDZJi0VdOq7e2PxRwUXpemsCSnsHV5E/hLaeqrQFAEPp9eJiZFVzdD3ww1NA3nm1R0JERERERLUAQ1sioivZLwolh2gaDRDTXLqfedDzY/Jncj9bY2z1+rmGRkq3hZcBm9V14/IkuaetOxchkymVtgxtq+TY/4DsP4Ezu9UeCRERERER1QIMbYmIrmS/KFRAYNl2LkbmHrnnpNvqtEYAgJAIqUoXAijMctGgPMxyRQ9ld/KHhdvUkF9aYcuwm4iIiIiIPIChLRHRla7sZytTFiM7DNhsnh2TP8v5W7qtziJkAKDV2lXb+miLBPmDgkAP9LQ1lFbasj2C8ywlQFG2dD+f7RGIiIiIiMj9GNoSEV3JXEnVY2QyEBgshbrZpz0+LL+lVNrWrf4x9FHSra9Wj7LS1rvZB7UMu4mIiIiIyAMY2hIRXamySlttAFCnmXQ/ky0SXCa3tKdtWEL1j+Hroa0nK23tF27z1R7AnpafWXbflxe8IyIiIiIin8HQlojoSpVV2gJ2LRK4GJlLWM1AXmkVY40qbe2CSF/kyUrb0EhAGwif7gHsaXl2lbaFDLuJiIiIiMj9GNoSEV1JDm0DKwjQlMXIDgNCeG5M/iovA4CQKkxDIqp/HF//yr9caeuJ0FajKesBzEW1nGNfaStsDLuJiIiIiMjtGNoSEV3palWP0U2lKsXCy6WBI9VIzlnp1pQghYnV5fOh7VU+KHAHLkZWNVcuPsawm4iIiIiI3IyhLRHRla7WHiFQB0Q1lO6fZ1/bGlP62dagNQJQFtoWsj2CU/SloS3DR+co7RFKP1hg2E1ERERERG7G0JaI6EqVLUQmiyltkcDFyGrOvtK2JkLlhcgu+2bbCqU9ggcWIgPKQm6Gj86R2yNEJJb+fL7yfYmIiIiIiFyAoS0R0ZWuVmkLALHyYmQMbWvMVZW2oREANICwAkVZNRyUCuQPCjzdHsFXF27zJHMRUJwr3Zd7WrNCmYiIiIiI3IyhLRHRla5VaVunOQANkHuWCxLVlFxpGxZfs+NoA+wW1/LBINLi6UpbuTKZ4eM1yVW1OgMQ3qB0m4/2TiYiIiIiIp+hamg7b948tG3bFiaTCSaTCampqfjxxx+Vx4uKijB27FhER0fDaDRi+PDhyMhwXPjn9OnTGDRoEPR6PWJjYzFp0iRYLBZPvxQi8idKpW0lAVqwsexr0ucPe2ZM/qgkHyjOke7XtD0CYBdE+mCg5umFyPRciMxpcmsEQwxgkBe843UjIiIiIiL3UjW0rV+/Pl577TXs2rULv/zyC3r37o2hQ4di//79AIAnnngC33//PZYuXYqNGzfizJkzuO2225TnW61WDBo0CCUlJdi2bRs+++wzLFy4EC+++KJaL4mI/IES2lZSaQsAMc2l2/MH3T8efyVX2YZGumYBLl8NbYUALMXSfU9V2srtEUryys5NFZMXITPESP8Aht1EREREROR2qoa2Q4YMwcCBA9G0aVM0a9YMM2bMgNFoxE8//YTs7Gx88sknmDVrFnr37o2OHTtiwYIF2LZtG3766ScAwJo1a3DgwAF8/vnnaNeuHW6++WZMnz4dc+bMQUlJiZovjYh8mdIe4SpBIhcjqzmln20NWyPI5MW1fK09gqUIQOniaVf7oMCVgvRAYGlA7Gsht6fJ7RGMsWVzzFwAlBSoNyYiIiIiIvJ7gWoPQGa1WrF06VLk5+cjNTUVu3btgtlsRt++fZV9WrRogQYNGmD79u3o0qULtm/fjjZt2iAuLk7ZZ8CAAXjkkUewf/9+tG/fvsJzFRcXo7i4rLIoJ0f6eq7ZbIbZbHbTKyRfJc8Jzo3aI6A4H7DZYNUEAZW975FNEGCzAZeOw1qQ7bawzZ/nnybrL2htNghDPGwueH0aXYR0vLxMlxzPYwpzpbmk0cBq01Q+51xMGxIJTc7fsGafA0JjKt3Pn+egM7Q556Cx2WALjoRAIAICQ4GSfFhzMoDw+moPz+/V9vlH6uL8IzVx/pGaOP9Ibf4+B519XaqHtvv27UNqaiqKiopgNBrxzTffICUlBXv27IFOp0NERITD/nFxcTh37hwA4Ny5cw6Brfy4/FhlXn31VUydOrXc9jVr1kCv91CVE/mctWvXqj0E8pBOfx5HgM2MPZu2ozio8vYH7S4XI9icjUPfLkS2PtmtY/LH+dckYwOi8zJx2vo3zmaurPHxovMOo0lmJnJyf8HBSzU/nqeElFzCdZmZsGiDscuur7u7NT97GREFmTie/iPOm/685v7+OAed0fqvHTAUZ+Lw3iPIOmpDm/N50Befx6G13yJb31Dt4dUatXX+kXfg/CM1cf6Rmjj/SG3+OgcLCpz71p7qoW3z5s2xZ88eZGdnY9myZRg9ejQ2btzo1nNOnjwZEydOVH7OyclBYmIi+vfvD5PJ5NZzk+8xm81Yu3Yt+vXrh6CgILWHQ+4mbAj4+nMAQJ8Bg4GQyv8maH8+Bc3JzajTvA5Em4FuGY4/zz/tmi3QXI5FnRsHQ9TrUPMDnm+MgP/9glhjBBoOdM/74RaXjiFg7UpAH404D45bu/MMNMcLUKdVI4jWlZ/Xn+egMwK++QYoiUV0/2FAeCK0mw9Ac+ZX1GnfAqJxH7WH5/dq+/wjdXH+kZo4/0hNnH+kNn+fg/I3/q9F9dBWp9OhSZMmAICOHTti586dmD17NkaMGIGSkhJkZWU5VNtmZGQgPl7qfxgfH48dO3Y4HC8jI0N5rDLBwcEIDg4utz0oKMgvJwO5BudHLVGSD2ildt9avQkIuMp7Hp8CnN4K7aUjgJvnht/NPyGAvHOAVgttVKJrrp8pTnrvirKgDQwENJqaH9MThEUat04PrSffY1OsdP2Ls526/n43B51Rkg9YCqXrFJ4gXacw+bpluf33nsrUyvlHXoPzj9TE+Udq4vwjtfnrHHT2Nam6EFlFbDYbiouL0bFjRwQFBWH9+vXKY4cPH8bp06eRmpoKAEhNTcW+ffuQmZmp7LN27VqYTCakpKR4fOxE5AfMRdKtNvDqgS1QthjZhSOA1T977bhNwSXAWgJotIAh1jXHDI2Ubm0WoNi5Ty69gqV0zl1t4Tt30NeRbgsuePa8viS/9NoEhwFBpQu3Geo4PkZEREREROQGqlbaTp48GTfffDMaNGiA3NxcLF68GOnp6Vi9ejXCw8Nx3333YeLEiYiKioLJZMJjjz2G1NRUdOnSBQDQv39/pKSk4J577sHMmTNx7tw5PP/88xg7dmyFlbRERNdkLu0t40yAZkoAgk1SQHjpOBDT3L1j8ye5Z6VbYywQ4KL/FAUEAiHhQFG2FAqHhLvmuO5mLpRuA0M8e159tHTL8LFy+eelW/sPFhh2ExERERGRB6ga2mZmZmLUqFE4e/YswsPD0bZtW6xevRr9+vUDALz99tvQarUYPnw4iouLMWDAAMydO1d5fkBAAFasWIFHHnkEqampMBgMGD16NKZNm6bWSyIiXycHaM6EthqNFNT+tRPIPMjQtirk0DYswbXH1UeXhbZRPrJIlDLnPBzaGuzCRyF8p52EJ+WVfpNHvlb29xl2ExERERGRG6ka2n7yySdXfTwkJARz5szBnDlzKt0nKSkJK1f6zirhROTllEpbvXP7x7aUQtvzh9w3Jn+Uc0a6Dau8/3i16KOkqueCi649rjtZ5NDWyTnnKnKlrdUMlORJLQDIkVxpa6yg0rbwMmCzKT2wiYiIiIiIXIn/T4OIyF5VKm0BIKaFdHv+sFStSM6RK21N9Vx7XDmILLzk2uO6k9xH2dPtEQKCylpIsGq0YkqlrV1oGxop9WK2WYCiLFWGRURERERE/o+hLRGRPbnqMdDJ0DYyGQgMlip0s067bVh+x12VtqFR0q1PVtp6eCEywK4/qw9dL09SetratUfQan1znhERERERkU9haEtEZK+qlbbaAKBOM+k+WyQ4x2opC8NMbuhpC/hWmKZWpS0AGLgY2VVV1B4B4HUjIiIiIiK3Y2hLRGSvqqEtUNYiIfOg68fjj/IyAGGTKpRDI117bF8MbVWttPXB6+UpxXllPa4NMY6P6e0WcSMiIiIiInIDhrZERPaquhAZIC1GBkiVtuxre21yP9uwuoBG49pj6+2+tu4r74VcaatqewSGj+XIVbbBJukDBntyuwRW2hIRERERkZswtCUisledStvopoA2UFpNXl64iCpnH9q6mtxr1GoGSvJcf3x3kD8ocLaPsivp+TX/Ssm/y1e2RgDKwm5eNyIiIiIichOGtkRE9pRK2yoEaIE6IKqhdP88WyRcU05paOvqfraA9F4Eh0n3Cy65/vjuYFGx0tbAhcgqpSxCFlP+MbmnLSuUiYiIiIjITRjaEhHZq+5X1WNKWyRkcjGya8o9I926o9IW8L0+rdX5oMBV5GtVeBmwWT1/fm9W2SJkACttiYiIiIjI7RjaEhHZq05PWwCILV2M7DxD22tyZ6UtUNYiwVcqbeUPCgJDPH/u0EiptYewAYVZnj+/N5PbIxgqCG3lCuWSvLL3j4iIiIiIyIUY2hIR2atOT1sAqNMcgEbq18rwq3IlBUBRlnQ/LN4955AXIyv0kdBWzfYIGg0QGiHd51f9HSntEeqUf0xnKHu/fKWim4iIiIiIfApDWyIie0poW8VK22AjEJEo3T9/2LVj8ifyImQh4VLw5Q6+1B7BagFsFum+GpW2QFnPVn7Vv4wQQP5VFiIDylokMOwmIiIiIiI3YGhLRGSvJv1FY5pLt1yMrHJyaOuufrZAWaWtL4S2lsKy+2pU2gK+FXJ7SnEuYCmW7usrqLQFyipwGXYTEREREZEbMLQlIpIJUVZpW52qRy5Gdm05nght5RDSB9ojyP1QA4IAbYA6Y2DFaHlya4TQSCBQV/E+DLuJiIiIiMiNGNoSEcksxQCEdL+q7REAIKZ0MbLLJ6XerVRe7hnp1uSJ0NYHwjS5sjtQpSpboOx65fvA9fIUpZ9tTOX7sNKWiIiIiIjciKEtEZFMDtCgAQKDq/58Q3RpkCOAC3+4cmT+Q660NdVz3zlCS9sjWIq8PzxXcxEymUEOuRk+KvJK+9leLbRlhTIREREREbkRQ1siIpl9gKbRVO8YcosELkZWnhBllbZh8e47T1BI2SJnhV7eIqEmPZRdRc+K0XKutQgZwEpbIiIiIiJyK4a2REQyuZ9tdVojyGJLWyRwMbLyCi+XtqDQAMY4957LV1okyD1tq9ND2VXk8LEkr2zxrdouz4n2CEql7UXpAwkiIiIiIiIXYmhLRCRzRdWjXGl78ShgNdd8TP4kt7Q1gjFWWnjLneQWCd4e2lrkDwpUrLQN0pe1A/H26+UpzvS0DY0EoAFsFqAo2yPDIiIiIiKi2oOhLRGRzOyCAM2UAASbpMD20nHXjMtfyP1sw9y4CJlMqbT19vYIXlBpq9GwRYI9IZxrjxAQWBrcgmE3ERERERG5HENbIiKZUmlbg/YIGg0Q01y6n8kWCQ7kSluTJ0JbVtpWiYGLaimKskur5O3C7MrIi7gx7CYiIiIiIhdjaEtEJFMqbWtY9RjLxcgqJIe2YQnuP5cS2np7pW3pnFOz0haw68/q5dfLE+TWCPooqZr2avQMu4mIiIiIyD0Y2hIRyVyxEBkAxMiLkR3iAkX2cs5Itx6ptPWVhchcNOdqSg65WTFq18/2GlW29vvwuhERERERkYsxtCUikrmipy0ARCZLCzuZC4Cs0zUell+wWoC80j6hHqm09ZHQ1lLa07am1d01xfYIZeR5arhKP1sZK22JiIiIiMhNGNoSEclc0dMWALQBQJ1m0v3zh2p2LH+Rfx4QViAgqKyq051CS89hLihb7MsbKQuRqdzTlguRlZErba+2CJlMqbT18g8HiIiIiIjI5zC0JSKSKaGtCwI0uUUCFyOT5Ja2RghLkBZrczedvqxPbKEX92n1uoXILrKlh9IeIeba+8oV3fJziIiIiIiIXIShLRGRTK56dEWApixGxr62AICc0kXIPNHPVuYLLRLMXtIeQa5MtpYAJXnqjkVtSnsEJ0JbOewuzgEsJe4bExERERER1ToMbYmIZK5qjwAA0U0BbSBQeLksBKrNcktD2zBPhralQaRXh7alc07t9giBOiDYJN2vzS0ShKhaewSdUepfDXj3PCMiIiIiIp/D0JaISOaqhcgAKQSLaijdP88WCeqEtnKlrTe3R/CSSlugrLK0NoePhZcBmwXQaMvmz9VoNFyMjIiIiIiI3IKhLRGRzJWVtgAQU9oiIZOLkSGntKetKcFz5/SJ9ggunnM14QuVye4mV9nqo6QFBZ1h4CJuRERERETkegxtiYhkrqy0BcoWIztfy0Nbc5FUwQgAYfGeO68SQnpppa0QgKVYuh/oDZW2DB+rtAiZTG+3iBsREREREZGLMLQlIgJKA7TSr6q7qr9oTDPpNvcsUJjlmmP6Irk1QnCY9M9T5ErbQi8NbeX5Brjug4KaUCqTa3FoqyxC5kQ/W5mh9LrV5rCbiIiIiIhcjqEtEREAWM1SL0vAdQFacBgQnijdP3/YNcf0RXJrBE/2swWAUC//ur9c2Q0NEKBTdSgAyipGa3P4WJVFyGTsaUtERERERG7A0JaICAAshWX3XVn1GMsWCUqlrSf72QJllaPFuYClxLPndoayCFmotKCV2uT2CN7aTsITlPYIdZx/DttKEBERERGRGzC0JSICyqoeA0NcG6DJi5ExtPV8pa3OUFbB6o0tElzdQ7mm7NtJ2GzqjkUt1WmPYN9WQgjXj4mIiIiIiGolhrZERABgLpBug/SuPa68GNmlE3Zfh69lclQKbTUau0DNC1sk2H9Q4A1CIgBNACBsZQvH1SY2W9k8qVJ7hNI5ZjVLVd1EREREREQuwNCWiAhwX9WjIbr069MCuPCHa4/tC4QAckt72nq6PQIA6L24r619ewRvoNUC+kjpfm3sz1p4WeprrQko64fsjIAgKfAGaud1IyIiIiIit2BoS0QEuPer6nKLhMxa2CKhKLv02moAY5znz69U2npjewS5uttLQlvAblEtLwy53S1fbo0QLQXYVaH0ta2F142IiIiIiNyCoS0REeDeAE1ZjOyg64/t7eR+toZoIFDn+fN7dXuE0kpbb2mPANTuRbWURchiqv5c+762RERERERELsDQlogIKAvQ3Flpe/Go1PeyNsmRWyPUU+f88tfcvbHS1uJlC5EBtTt8rM4iZLLaHHYTEREREZFbMLQlIgLctxAZIPVyDTZJge2l464/vjfLVWkRMpkcQhZ6YWjrjZW2+lr8NX+50tZYnUpbua0EQ1siIiIiInINhrZERIB7e9pqNEBMc+l+Zi1rkZCjdmjrzQuReWGlraEWV9rWpD0CK22JiIiIiMjFGNoSEQHurbQFgNjSFgnnD7vn+N5KrrQ1qRzaFmUDVos6Y6iMN1faemPI7W55GdJtdRbM8+beyURERERE5JMY2hIRAe6ttAWAGHkxskOAEO45h7exWcuCsLAEdcYQbAK0gdL9wsvqjKEy7lz8rrrk8LE4F7AUqzsWT7JZy/oe16TStvBy7etbTUREREREbsHQlogIKAttA90UoEUmS+GhuaD2fIU6/zxgs0ivWw61PE2j8d4WCRY3Ln5XXToDEBgs3fe26+VOBZcAYZPmamhk1Z8fbAICgsqORUREREREVEMMbYmIAPf3F9UGlH3tOveMe87hbewXIdNo1BuHt3513d0fFFSHRmO3GFkt+XABAPIzpVtDnerNVfvrVhv7ARMRERERkcsxtCUiAtzfHgEo6+sqL87l73JKw2m1+tnK5NC20MsqIL2x0hYoq4r2tpDbnWqyCJmMi5EREREREZELMbQlIgLcvxAZUNbXNbeWhLZKpa1K/WxlXltp64U9bQHvvV7ulCeHtrHVPwYrbYmIiIiIyIUY2hIRAZ6ptA2Ll25rS2grVxSrXWkb6qU9bc2llbaBIeqO40pyaFubKkbl9ghGV1Taetk8IyIiIiIin6RqaPvqq6+ic+fOCAsLQ2xsLIYNG4bDhw877NOzZ09oNBqHfw8//LDDPqdPn8agQYOg1+sRGxuLSZMmwWKxePKlEJGv80ilbWl4WVtCW/uetmpSKkfZHsEphlpYMZrvikrbWlihTEREREREbhOo5sk3btyIsWPHonPnzrBYLHjuuefQv39/HDhwAAaDQdnvgQcewLRp05Sf9fqyUMVqtWLQoEGIj4/Htm3bcPbsWYwaNQpBQUF45ZVXPPp6iMhHWS2A1SzdD3Jj1aNccZp3XjqfvNq8PxKiLCStSZ9QV9B7YaWt1QzYSj9c9LpK21rY0zZPXojMFZW252s+HiIiIiIiqvVUDW1XrVrl8PPChQsRGxuLXbt2oUePHsp2vV6P+Pj4Co+xZs0aHDhwAOvWrUNcXBzatWuH6dOn45lnnsGUKVOg0+nc+hqIyA9YCsvuB7qx6jEkQgroLEVAXgYQXt9951JbST4AId0PDlN1KEpoW5glBfQBqv6nT2K2m3PeWmmbf0EK3/2d1VL2AUNN2iMolbal102jqfnYiIiIiIio1vKqnrbZ2dkAgKioKIftX3zxBerUqYPWrVtj8uTJKCgoUB7bvn072rRpg7i4OGXbgAEDkJOTg/3793tm4ETk2+TeogFB7g30NBrAJC9Gds595/EGxbnSbWCw+hXFIRGAJgCAAIqy1R2LzGI357QB6o7lSnIPYGsJUJKn7lg8oeAiACG9FyER1T+OXKFsKS790IKIiIiIiKj6vKDcSGKz2TBhwgR069YNrVu3VraPHDkSSUlJSEhIwG+//YZnnnkGhw8fxvLlywEA586dcwhsASg/nztXcShSXFyM4uJi5eecnBwAgNlshtlsdunrIt8nzwnODT9WmIMAmw3QhcDq5vdZq4+B5sJR2C7/CRF33TX399n5V3BZuqZBRrdfU2cEhEQA+edhzckAdCa1hwMU5pbOuWCvuD6ONAjQGYGiHFizz8FsrAfAB+egs7LPIMBmgzBGw1ajfvh21y3nHBCR5LIh1mY++zeQ/ALnH6mJ84/UxPlHavP3Oejs6/Ka0Hbs2LH4/fffsWXLFoftDz74oHK/TZs2qFu3Lvr06YNjx46hcePG1TrXq6++iqlTp5bbvmbNGod+uUT21q5dq/YQyE3CCv9GSmYmioLM2LtypVvPVe9SBupfzkTmz+tw4rjzX3bwtfkXkX8czTMzkR+swe9uvqbOSDl7GWFFmTjyvxW4ZGyu9nBgLPobrTIzURRU4vY5Vx2tM3JhKM7E4XXfI8sg/bfW1+ags2Jyfkej85nIytPjcA3fC+W6rf1OuW7kGv46/8g3cP6Rmjj/SE2cf6Q2f52D9h0ErsYrQttx48ZhxYoV2LRpE+rXv3qPxxtuuAEAcPToUTRu3Bjx8fHYsWOHwz4ZGRkAUGkf3MmTJ2PixInKzzk5OUhMTET//v1hMnlBBRZ5FbPZjLVr16Jfv34ICvLjhaNqMc2Z3dBu3gAR1RD1+g1077lOhUP703HExEajZa9rn8tX55/mxCZod2yDiG+NBmnuvabO0G4/Cs3pn1DnuuYQzdUfD87uQcCmDRCRyajX3wvGcwXt1sPQ/LUTddo1R0lyL5+cg87S7MuD9kAsYhp3ReNONXsv7K+baNrfRSOs3Xz1byD5B84/UhPnH6mJ84/U5u9zUP7G/7WoGtoKIfDYY4/hm2++QXp6Oho2bHjN5+zZswcAULeutAp7amoqZsyYgczMTMTGxgKQkniTyYSUlJQKjxEcHIzg4OBy24OCgvxyMpBrcH74MWEGtFog2IgAd7/HkYnSufIyqnQun5t/1kLpdYaGu/+aOsMYC2i10JZkA94wHmGRro9O7x3X50rGGOV6idLx+dwcdFbRJem9CI+v+XsRVjrPirO8Y575Eb+df+QTOP9ITZx/pCbOP1Kbv85BZ1+TqqHt2LFjsXjxYnz77bcICwtTetCGh4cjNDQUx44dw+LFizFw4EBER0fjt99+wxNPPIEePXqgbdu2AID+/fsjJSUF99xzD2bOnIlz587h+eefx9ixYysMZomIyjEXSreBoe4/V1jpNwCKsoCSAkDnpy1Z5IXIgr3k2wv60sW1Ci6qOw6ZpXTOBXlgzlWHoXRRrfzz6o7DE/IypVtDbM2PJS9GVnCh5sciIiIiIqJazfmGim4wb948ZGdno2fPnqhbt67yb8mSJQAAnU6HdevWoX///mjRogWefPJJDB8+HN9//71yjICAAKxYsQIBAQFITU3FP//5T4waNQrTpk1T62URka/xZICmMwAh4dL93LPuP59aSvKk2+Awdcch00dLtwWX1B2HTPmgIETdcVRGCR+9JOR2p/zSgNUQU/NjKWE3Q1siIiIiIqoZ1dsjXE1iYiI2btx4zeMkJSVhpRcu5EJEPqKktAm4p6pew+oCRdlA7jkg2k8XKyou7dGjM6o7Dpm3hrZBXlpprYSPfh7aWs1A4WXpvtEFoW1tCruJiIiIiMitVK20JSLyCubS0NZTAVqY1JPbryttlfYIXlZpW3gZsNnUHQsAWIqk2yBvrbSVr9clQHjB9XKX/AsABBCgc00rD4PdhwNWS82PR0REREREtRZDWyIiT39V3VQa2uac8cz51FDsZe0RQiIAjRYQVqmfsNo82Ue5OkIiAE2AFNjKlaj+SO7Za4gBNJqaHy8kAtAGAhD+fd2IiIiIiMjtGNoSEVk8/FX1sATpNvecZ86nBm+rtNVqgdBI6b43hGneXmmr1QL60uvlLS0l3EFehMwY55rjaTR2rTjY15aIiIiIiKqPoS0RkdmDC5EBQFi8dJt7BrhGb2+fJIT3LUQGlIW23rBIlLk0tPXWSltA6c+q8efwUam0reO6Y3IxMiIiIiIicgGGtkREnl4UyhgHQCOdV16wy5+YCwFbaT9Pb1mIDHDs06o2i4c/KKgOpWLUjxfVypcrbWNdd0xlMTKGtkREREREVH0MbYmIlIXIPBSgBerKFizK8cPFyOQq24AgIDBY3bHY86YQUvmgwEvbIwBlFaPecL3cRW6PYHBhaFsbrhsREREREbkdQ1siIk+3RwDs+tr64WJkcj9bXZhrFndyFX2UdOsNYZq3L0QG1JL2CKWvzZXtEeQPB/K9YJ4REREREZHPYmhLROTpSlsAMNWVbv1xMTK55YM39bMF7CptvaE9grwQmReHtgYvul7uYCkBirKk+65sj2BgewQiIiIiIqo5hrZEVLvZbIClWLrv0Urb0tA2xx8rbeVFyLyony3gZe0RVPigoKpKr5ffVtrKi5AFhri297JSaeun142IiIiIiDyCoS0R1W7yglCA5xYiA8pC21w/7mnrbZW2oaXtEQovA0KoNw4hyj4oCPTinrbyglrFudDIC8v5E/tFyFzZxkO+buYCoCTfdcclIiIiIqJahaEtEdVu5tKvqWsDpYWzPMUk97Q9J1X7+hO5p63XhbaRADSAzVLWwkENcmsEwLsrbXUGZSG5YIuK18td8korbV25CBkgLS4nV+56Q1U3ERERERH5JIa2RFS7qfU1dX0dKSi2Wfwv2JEDUZ2XhbYBgUBIuHRfzWsuL0IGDRCgU28c16LRKFWjOkueyoNxA7k9gisXIZPJx2SLBCIiIiIiqiaGtkRUu8kBmqdDW60WMMZJ93P9rK+tt1baAt6xGJn9ImSu/Fq+O5ReL7+stLVvj+BqcosEf/tAhoiIiIiIPIahLRHVbkqlrQf72cpM8mJkftbX1lsXIgMAfaR0q2Zoq9YHBdVRWjGqs/phpa272iMAgIGLkRERERERUc0wtCWi2k3NAC1M7mvrZ6Gtty5EBthV2npBewRvXoRMJlfamv2x0taN7RGUSluGtkREREREVD0MbYmodrPIAZoKoa1caetvoa3SHsGk7jgqEhol3aoZ2tq3R/B2SqVtrsoDcTFzUVnvZXe0R2BPWyIiIiIiqiGGtkRUu6laaSu3R/C3nrbyQmRe2B5BDtMK1WyPoNLid9WhLETmZ6GtXGUbpAd0Btcfn5W2RERERERUQwxtiah284bQNv8CYDV7/vzuYCkuey3e2B7BGyptzaWVtj7UHkFnyQWEUHkwLuTORciAsg8HCi4BNpt7zkFERERERH6NoS0R1W5qLkQWEl4aFgsgL8Pz53cHeREyTYB3VpLa97RVK4S0+NBCZKXXK8BmLutV7A/y3NjPFgBCIqTfAWEDCi+75xxEREREROTXGNoSUe2mZqWtRmPXIsFP+trKrRGCjdLr8zahkdKtVcUQ0pcqbQN1QEhpb2I1W0q4mrIImZsqbbVaQF8619gigYiIiIiIqoGhLRHVbmr3Fw2Ll279ZTEyZREyL2yNAEghpLxAmlotEtSec1UkSqttNfkqtpRwNXe3RwAAQ0zpuRjaEhERERFR1TG0JaLaTa56VC20TZBu/SW0latXvTW0BQC9yn1tLSrPuaoKLW0pUehHoW2emyttAS5GRkRERERENcLQlohqNzV72gKAqbQ9gr+Ett5eaQvY9bVVqdeo3JIj0DdCW2HfB9hf5Lu5p639sf3puhERERERkcdUK7T99NNPceLECVePhYjI89TsaQv4YU/b0tBW582hrbdU2vpAT1tAqRjV+EvFaElBWUW4O9sjyJW2/tRWgoiIiIiIPKZaoe2rr76KJk2aoEGDBrjnnnvw8ccf4+jRo64eGxGR+ymhrUqVtnJP26IsKUzydUqlrVHdcVxNqMqhrY9V2sLgZ5W2cpWtzujeD2uU6+YnYTcREREREXlUtULbI0eO4PTp03j11Veh1+vx5ptvonnz5qhfvz7++c9/unqMRETuo/aiUDoDEBIu3feHFgm+1B6h8JI65/exnraitKetpkCl6+VqcmjrzipboGyecSEyIiIiIiKqhmr3tK1Xrx7uvvtuvP3225g9ezbuueceZGRk4KuvvnLl+IiI3EcIu6pHFb+qLrdIyD2n3hhcxScWIlO5clTtDwqqyv562WzqjsUV8jKlW3f2swXK2iOU5JUteEhEREREROSkaoW2a9aswXPPPYeuXbsiOjoakydPRmRkJJYtW4bz58+7eoxERO5hKQYgpPtqtUcA7EJbVtp6hH1PWyE8f345wFPzg4KqCI2A0GgBYZPaePg6ZREyN1fa6vRlf1fYIoGIiIiIiKoosDpPuummmxATE4Mnn3wSK1euREREhIuHRUTkAXLFIzRAYLB64zDJi5GdUW8MrlKcI91680Jkck9bS7E0B3QGz55faY+g4gcFVaHRoiSgtEdx/oWy0NtX5ZdW2rq7PQIgVfNmnZauW3h995+PiIiIiIj8RrUqbWfNmoVu3bph5syZaNWqFUaOHIn58+fjjz/+cPX4iIjcx763qEaj3jjCEqRbf2iPUCy3R/DihciCQsqCWk/3abWaAZulbBw+oiSwNIT3h8XI8uRKWze3RwDKWiSw0paIiIiIiKqoWqHthAkTsHz5cly4cAGrVq1C165dsWrVKrRu3Rr167OShIh8hNzPVu2KR7nSNveMOl/XdxWrpSwI9+b2CIB6fW3lOQf4TnsEAMVKaOsH4aOyEFmc+89lkBcj84Owm4iIiIiIPKraC5EJIfDrr79i7dq1WL16NTZs2ACbzYaYmBhXjo+IyH28ZUEoYxwAjRToFWWrO5aakFsjQAPovLjSFigLbQs9XGkrh9oBQYA2wLPnrgGl0jbfx0Pbkvyy33s9K22JiIiIiMh7VSu0HTJkCKKjo3H99dfjiy++QLNmzfDZZ5/hwoUL2L17t6vHSETkHiVeEtoGBJV9VduXFyOTFyHTGdRtN+EMpdLWw6GtXGkbqPKcq6LiQJN0x9fDx7zSfrbBJs+0p5B/r3097CYiIiIiIo+r1kJkLVq0wEMPPYTu3bsjPDzc1WMiIvIMi5e0RwAAU4L0te3cs0BsS7VHUz0lcj9bL2+NAAChkdKtp8M0+z7KPqQk0AjY4Ptf81daI3hgETKAlbZERERERFRt1Qpt33jjDVePg4jI85Setl4QoIXFA2f3Ajm+XGnrQ6GtWu0RvKUlRxWVBJqAEvj+QmT5HlyEzP48BZekftXeXoFOREREREReo9o9bTdu3IghQ4agSZMmaNKkCW655RZs3rzZlWMjInIvJUDzgkrbMHkxMl8ObUvbIwSb1B2HM1RbiKy00taHFiEDSittAalvsaVE3cHUhNwewROLkAGlFd0awGYBCi975pxEREREROQXqhXafv755+jbty/0ej3Gjx+P8ePHIzQ0FH369MHixYtdPUYiIvfwqkpbfwhtSxciC/byRcgAQB8l3Xq6p603teSoAos2pCxo9uVqW6XS1kOLpmoD7OaaD183IiIiIiLyuGq1R5gxYwZmzpyJJ554Qtk2fvx4zJo1C9OnT8fIkSNdNkAiIrfxptDWlCDd5p4DbDZAW+0vQqhH7mmr84XQtrTS1lwgzQNPzQFlzvlWpS00Ggh9FJB3TurPaqqr9oiqR6609VR7BECaawUXpf7JdZp67rxEREREROTTqpUKHD9+HEOGDCm3/ZZbbsGJEydqPCgiIo/wpv6i+jqANlD6GrWvVuQp7RF8oKdtUGjZ++7Jals5tA30gjlXVWq1lHAVIYB8D7dHAOz62vrodSMiIiIiIlVUK7RNTEzE+vXry21ft24dEhMTazwoIiKPkPuLekNoq9WWBUm5Z9QdS3X50kJkABCqwtfWLfKc87FKW6AstM2/oO44qqskD7AUS/f1Hqy0lVsxFPjodSMiIiIiIlVUqz3Ck08+ifHjx2PPnj3o2rUrAGDr1q1YuHAhZs+e7dIBEhG5jTctRAZIXznP+RvIOQvUvU7t0VSd0tPWBxYiA6QQMudvoJCVts4Qeh+vGJVbI4REAIE6z51Xvm6+GnYTEREREZEqqhXaPvLII4iPj8dbb72Fr7/+GgDQsmVLLFmyBEOHDnXpAImI3MabetoCQJjc19ZHFyNT2iP4QE9bQJ2v+/t0pa2Ph4/yImRGDy1CJjP4eFsJIiIiIiJSRbVCWwC49dZbceutt7pyLEREnuWNlbaA74a2JT7WHkEvt0dgpa0zhF6FdhKuJIe2Bg+Htr7eVoKIiIiIiFThg8uTExG5iNdV2paGtjk+2NPWZgVK8qX7DG0r521zriqUyuQL0qJeviYvQ7o1xHr2vHKFcnEOYCnx7LmJiIiIiMhnOV1pGxkZCY1G49S+ly558P8AExFVhxBlX1X3lqpHObTNvwBYzUBAkLrjqQq5yhYAdGyPUCmfbo9Qer0sxVJA7yttMGRypaun2yPoDEBgsHTdCi4ApgTPnp+IiIiIiHyS06HtO++848ZhEBF5mNUM2CzSfW+pegwJl8ZiLpSqAsPrqz0i58n9bIP0gDZA3bE4K1SFr/v7cHsEBOikReaKc6Tw0ddCW3khMk9X2mo0UrVtzt9ScMzQloiIiIiInOB0aLt3715Mnz4dBoMBmzZtQteuXREYWO2WuERE6rIUlt33ltBWo5EWI7t0DMg562OhrY/1swUAQ+nX1kvypK+tB+rcf06l0tZL5lxV6aNLQ9uLQGSy2qNxnhDq9bSVz5nztxR2ExEREREROcHpnrbvvfce8vKk/1Peq1cvtkAgIt+mVDyGSGGptwiLl25zfayvra8tQgZIVcGBwdL9Qg/9N01Z/M5HQ1uDvKiWjy1GVpwDWEsAaMrCek+Sz+lr142IiIiIiFTjdGibnJyMd999Fxs3boQQAtu3b8emTZsq/OesV199FZ07d0ZYWBhiY2MxbNgwHD582GGfoqIijB07FtHR0TAajRg+fDgyMjIc9jl9+jQGDRoEvV6P2NhYTJo0CRaLxelxEFEtpIRnenXHcSX5q9M5Z9UdR1UV50i3vhTaajRlLRLyPVABKYTU1xSQPizwRfKiWr5WMSq3RgiNVKdXtP0ibkRERERERE5wur/BG2+8gYcffhivvvoqNBoNbr311gr302g0sFqtTh1z48aNGDt2LDp37gyLxYLnnnsO/fv3x4EDB2AwGAAATzzxBH744QcsXboU4eHhGDduHG677TZs3boVAGC1WjFo0CDEx8dj27ZtOHv2LEaNGoWgoCC88sorzr48Iqpt5Epbb6t4VCptfS20Le1p6yuLkMn00dK19kSlrdkLW3JUlVIx6mPho9wawdOLkMl89boREREREZFqnA5thw0bhmHDhiEvLw8mkwmHDx9GbGzNFvNYtWqVw88LFy5EbGwsdu3ahR49eiA7OxuffPIJFi9ejN69ewMAFixYgJYtW+Knn35Cly5dsGbNGhw4cADr1q1DXFwc2rVrh+nTp+OZZ57BlClToNN5oEchEfkerw1t60q3uefUHUdVyaGtL1XaAnYVkB742rrcz1ajlRb18kWevF6upNYiZDJfrVAmIiIiIiLVON0eQWY0GrFhwwY0bNgQ4eHhFf6rruzsbABAVJT0ddVdu3bBbDajb9++yj4tWrRAgwYNsH37dgDA9u3b0aZNG8TFxSn7DBgwADk5Odi/f3+1x0JEfs5be4vKlbZFWUBJgapDqRJfXIgMAPSl7RE8EUJ6ax/lqvDV8FHNRcgAx0pbIdQZAxERERER+RSnK23tpaWlAQAyMzORmZkJm83m8Hjbtm2rfEybzYYJEyagW7duaN26NQDg3Llz0Ol0iIiIcNg3Li4O586dU/axD2zlx+XHKlJcXIzi4mLl55wcqRej2WyG2Wyu8tjJv8lzgnPDv2iK8qC12SC0wbB503ur0SFAFwYUZcN6+U+YwxIBeP/80xZmQWOzwRYQCuHlY7Wn0YVL8yDvgvvnQVEuAmw2ICAYVh+6Rg5/A3Um6TXkX4S1pFiqGvYB2pxz0vwMiVJnfgaFIUAIwFICa94lIMTk+TH4KP43mNTE+Udq4vwjNXH+kdr8fQ46+7qqFdr++uuvGDVqFA4ePAhxRcVIVXra2hs7dix+//13bNmypTpDqpJXX30VU6dOLbd9zZo10Ou9bFEi8hpr165VewjkQnUv70CDS5k4X3gCx7NXqj0cBymZBQgrysTRdf/FRWMLAN4//1L+3ouwokwc+fV3XPqjRO3hOC0i/ziaZ2YiP3sXfs9x7zwwFZ5Gy8xMFOos+G2ld805Z6xduxYQNlx//jw0QuDX75fCHOgbldVtT+9CqPkyDu4+hJxD6lSwt7+YB50lH7+vXIb8kHhVxuDLvP1vIPk3zj9SE+cfqYnzj9Tmr3OwoMC5/09SrdD23nvvRbNmzfDJJ58gLi4Omhp+zXPcuHFYsWIFNm3ahPr16yvb4+PjUVJSgqysLIdq24yMDMTHxyv77Nixw+F4GRkZymMVmTx5MiZOnKj8nJOTg8TERPTv3x8mE6tfyJHZbMbatWvRr18/BAWpsOo4uYXmt1xoD/6BOs06okX7gWoPx4F251/QHE9HnVZJKGnWzyfmn/bH/0GTY0F0Wj8grpXaw3He5ZMIWLMNCDGhwUD3zgPN37ug3bIJIroJ6vf1rjl3NVf+DQz4fg1QcAH9unUAopuqPbxrEwIB/1kCWIMQPeBWwBh37ee4gXbdT9BcPIqe17eGqH+9KmPwRfxvMKmJ84/UxPlHauL8I7X5+xyUv/F/LdUKbY8fP47//Oc/aNKkSXWerhBC4LHHHsM333yD9PR0NGzY0OHxjh07IigoCOvXr8fw4cMBAIcPH8bp06eRmpoKAEhNTcWMGTOQmZmpLIy2du1amEwmpKSkVHje4OBgBAcHl9seFBTkl5OBXIPzw8/YigGtFtqQMMDb3teI+tLY8jMhSsfm9fPPnC+N2RDpfdfzakxxgFYLlORBqwUQ4MaxixLpXMEGBPjSNSqlzMGwGKDoErTF2b7xXhdcAoQV0AZAa4oHAqr1P31qLiwWuHzcd66bl/H6v4Hk1zj/SE2cf6Qmzj9Sm7/OQWdfU7X+n0ufPn2wd+/eGoe2Y8eOxeLFi/Htt98iLCxM6UEbHh6O0NBQhIeH47777sPEiRMRFRUFk8mExx57DKmpqejSpQsAoH///khJScE999yDmTNn4ty5c3j++ecxduzYCoNZIiIAZYtCedtCZAAQliDd5lbcl9vrCOG7C5EFhwHaQMBmAQovA8ZY953LXCTdBoa47xyeoI+Wbn1lMbL80nHqo9ULbAHfXcSNiIiIiIhUUa3/9/Lxxx9j9OjR+P3339G6detyCfEtt9zi1HHmzZsHAOjZs6fD9gULFmDMmDEAgLfffhtarRbDhw9HcXExBgwYgLlz5yr7BgQEYMWKFXjkkUeQmpoKg8GA0aNHY9q0adV5aURUW8ihbaAXhramutJt7hnfWGm+JB9A6Th9LbTVaKQwLy8DKLjo5tC2tG+RN35QUBWGGOk230fCx/xM6dYYo+44DKWhra9cNyIiIiIiUlW1Qtvt27dj69at+PHHH8s9VpWFyK5cxKwiISEhmDNnDubMmVPpPklJSVjpg4u6EJGKLF5caWuMA6CRguVi53rdqKo4V7oNDHZvewF30UeVhraX3HseS2mlrTfOuarwtUrbvNLQ1uDGQN4ZSqXtRXXHQUREREREPkFbnSc99thj+Oc//4mzZ8/CZrM5/HM2sCUiUpU3t0cICCqryss9q+5YnFHio60RZEoI6eYwzZuru6tCCR/dHHK7Sv556dagdqVt6TxjpS0RERERETmhWqHtxYsX8cQTTyAuTp0VmImIakz5qrpe3XFUxiT1tdX4Ql9buRo42KTuOKrLU6GtUmnr6z1to6RbXwkf5dBW7fYIcthdlAVYzaoOhYiIiIiIvF+1QtvbbrsNGzZscPVYiIg8x5srbQEgTO5r6wOVtnJ7BJ1R3XFUlxzaFrq5ctRfKm3lKvDiHMBSou5YnOEt7RGCw8rah7BFAhERERERXUO1eto2a9YMkydPxpYtW9CmTZtyC5GNHz/eJYMjInIbb6+0LQ1tNblnAYSrO5ZrKZbbI/h4aOuxnrY+XmmrMwIBOsBaIoWP8sJ53shmKwtI1W6PoNFI1ba5Z6Uq5bB4dcdDRERERERerVqh7ccffwyj0YiNGzdi48aNDo9pNBqGtkTk3ayWsq8ne2uAZrKvtG2h6lCuSa609dX2CKGR0i172jpHo5GqbXPOeH9oW3gZsFkATUBZWwc1GUpDW19ZxI2IiIiIiFRTrdD2xIkTrh4HEZHnWArL7nttpW1pT9u8DEBvU3kw1+AvC5EVZkmBfkC1/tN4bd7ekqMq9NGloa2Xh49yP1t9FKANUHcsQFlfW1/pB0xERERERKqpVk9bIiKfZi79mnqAzjuCnIroowFtIGCzINiSq/Zork5eiMxXe9qGhEvXGkJaJMpdLP4U2vpI+Jhf2s/WqHI/W5ncD5g9bYmIiIiI6BqqXU70119/4bvvvsPp06dRUuK4EMmsWbNqPDAiIrcx50u33lplCwBaLWCMA7L+RIj5stqjuTqlPYKPVtpqNEBohBRAFlwsC9ZcTf6wwB9CW18JH71lETKZwUfCbiIiIiIiUl21Qtv169fjlltuQaNGjXDo0CG0bt0aJ0+ehBACHTp0cPUYiYhcy1e+pm6q6yOhrY+3RwCkyub8C+5djExeiMzXe9oCdou3eXloK4ej7griq0quUPb2thJERERERKS6arVHmDx5Mp566ins27cPISEh+M9//oM///wTaWlpuOOOO1w9RiIi1zIXSLfeXGkLKH1tQ8xZ6o7jWny90hZwfwhpNUsLYgHeu/hdVfhKxai3tkfIvwAIoe5YiIiIiIjIq1UrtD148CBGjRoFAAgMDERhYSGMRiOmTZuG119/3aUDJCJyOeVr6l4enpnqAoB3V9oK4fsLkQFAaJR0667Q1my3+F2gl887Zyght5eHj97WHkGeZ9aSst8bIiIiIiKiClQrtDUYDEof27p16+LYsWPKYxcueHnVDRGRr7RHCJNC21BvDm0tRWUVpL66EBlQFkIWuqk9gtwaISDIexe/qwr5a/6WYqAkX92xVMZmLQvhDTHqjkUWqJMWvgO8v0qZiIiIiIhUVa2etl26dMGWLVvQsmVLDBw4EE8++ST27duH5cuXo0uXLq4eIxGRa/lMewQptNWZc6Sv1wcFqTygCsitEQKCgMBgdcdSE+5ujyDPOX/oZwtI4WNwmPT+F1wEgr0wsC+4BAgboA0EQiPVHk0ZfR2gKFu6blEN1R4NERERERF5qWqFtrNmzUJenvS1vqlTpyIvLw9LlixB06ZNMWvWLJcOkIjI5Xyl0jYkHAgKhQZC6s0Zkqz2iMqTQ1tdGKDRqDuWmtDL7RHcVGmrtOTw8jlXFfo6paHtBSAySe3RlJd/XrrVRwPaan2xyD0M0cClY6y0JSIiIiKiq6pWaNuoUSPlvsFgwAcffOCyARERuZ2vVNpqNBBhdQGcgib3LPD/7N13fFvl2Tfw39GWbMt7JnYSZ4csyA6BQBKSkBZKobSMtrSlUFponzbP+0BpKatQWiiUMlq6oKWDWQopO2RC9t47cZw43kuWbe3z/nHrSHa8ZFvS0fh9W33OkXR0dEvckaXrXOe6soerPaKunDaxjOd6tkCH8giNgM8X/iCfJ04OFPSHJRtoPAW0Rig7ebBirQmZQikt0cagLRERERER9WzAv0qbmprw5z//Gffeey8aGkRm0s6dO1FRURG2wRERRYSSaRsPDaHSCsSypVLdcfTEqTQhi8HT4/vDlAFIGnE6vaMp/PtPxEzblBgPPtr9mbaxUs9WobxvzLQlIiIiIqJeDCjTdu/evVi0aBHS09NRVlaG2267DVlZWXjrrbdQXl6Ol19+OdzjJCIKn0DWY4xn2gL+TFuITNtY5FKCtnGeaavRiLqnbfWiRIJSLiFclDmXKDVtgcjXAR6s1hgN2jLTloiIiIiIQjCgTNvly5fjG9/4Bo4dOwaTKZiptmzZMqxfvz5sgyMiioh4qWkLBJqRoaVK3XH0RKlpG+9BW6BDXdsIBCEDcy4OsrtDFesZo0p5hFgL2gbetxgNdhMRERERUUwYUNB227Zt+M53vtPl9iFDhqCqKkYDC0RECnccZdqmivIIMZtpq9S0NSRC0FapaxuBZmTuRM60jdWgrT/TNuZq2naon+z1qDsWIiIiIiKKWQMK2hqNRthsti63Hz16FLm5MZbRQkR0vkAjsjgIoCk1bR3NgKtV3bF0J5Eybc3+TNtIZI56lJq2CZRpGzjN39+8LZb4fGJcQHCcscKUDmh0AGQRuCUiIiIiIurGgIK2V199NR5++GG43W4AgCRJKC8vxz333IPrrrsurAMkIgq7eCqPoLfArU0R67FYIiFRGpEBzLTtL3Omv3mbNzLN2wbD0STGJWkAc4bao+lMkoJzTckGJiIiIiIiOs+AgrZPPvkk7HY78vLy0N7ejvnz52PUqFFIS0vDo48+Gu4xEhGFVzxl2gJw6DPESiyWSEiURmRAZBtrxdOBglBpNMHs5FhrRqZkS5uzAI1W3bF0J4XNyIiIiIiIqHe6gTwoPT0dK1euxIYNG7Bnzx7Y7XZcdNFFWLRoUbjHR0QUXj4f4HGK9TgJoDn0mQBqYjTTVimPYFV3HOEQyUZkiVgeARDvWVudCJLmjFZ7NEFKBmtKjJVGUFhivIkbERERERGprt9BW7fbDbPZjN27d+Piiy/GxRdfHIlxERFFhqc9uB4HjcgAoN3gD9razqk9lK4CjcgSqTxCEyDL4jT2cEnE8giACIrWHY29jFFlPLEatA1k2sZYhjIREREREcWMfpdH0Ov1KCkpgdfrjcR4iIgiy+3PeNToAK1e3bGESGTaIvYybT1OwCtqmydEeQRTBgAJ8HlE47dwSthM2xjNGFXGE2tNyBQpMfq+ERERERFRzBhQTduf/vSn+MlPfoKGhgg0ayEiiqQ4q2cLAO2BoO05kQEaK5QmZJI2rt7PHml1waZV4c6ATORMWyD2MkaV8cRqpq2FNW2JiIiIiKh3A6pp+9xzz+H48eMoKirCsGHDkJKS0un+nTt3hmVwRERhF4cNoZz6dMAlibE7moOBRbUppRGMqeEtJaAmcxbQ3igu4RTItI2feReSSDZvG4zWOCmP0Fob/lIcRERERESUEAYUtP3CF74AiT8wiCgeBTJt46OeLQDIkk5k5rXXAy2VMRS0VZqQJUBpBIUlC2g4EYFM2/jL8A6JErSNtdP8lUZksVoeQXnfPE4xNwwpvW9PRERERERJZ0BB2wcffDDMwyAiipI4zLQFADmtMBi0zRuv9nAEl788QkIFbSOQOSrLIjgHxN2865OSMeq0AR4XoDOoOx4AcLUFg+TKf89YozOKfzfOFhHwZtCWiIiIiIjOM6CatqWlpaiv7/qDtqmpCaWlpYMeFBFRxHjis7aonFYoVmyV6g6ko0TNtAWAtjDWbFcOFABxN+/6ZEgFtP5AbXuM1LlXAu56C2CI4Yx61rUlIiIiIqJeDChoW1ZWBq/X2+V2p9OJs2fPDnpQREQRE6eZtkgrEMuWc+qOoyMlaGtIpKBtBDJtlXq2kgbQ6sO331ggSbFXIqEtxuvZKlKU9y3G6gETEREREVFM6Fd5hBUrVgTWP/roI6Snpweue71erFq1CiNGjAjf6IiIwi1Og7axnWmbqu44wsmsZNqGMZCmzDmdKTEbTqXkiLIdsZIxGmhClqvuOPrCTFsiIiIiIupFv4K211xzDQBAkiTccsstne7T6/UYPnw4nnzyybANjogo7OKwERkAQAna2qsBnw/QDOhEifBKxPIISnZme4OoRRuOIKuSaRtnBwpCpgQfYyXTVhlHrNazVaTE2PtGREREREQxpV9BW5/PBwAYMWIEtm3bhpycGD/1kIjofHGaaQtLNqDRAT6PyMxLzVN7RInZiMycKZZet3h94XhtHTNtE5ESfAxnHeDBiJfyCMy0JSIiIiKiXvQrVWvTpk149913cerUqUDA9uWXX8aIESOQl5eH22+/HU6nMyIDJSIKi0CmbZwFbSVNsK6tLUbq2joTMGir1QNGq1gPVwZkvB4oCFWgDnCMBB8DmbYxHrQNZNqypi0REREREXXVr6DtQw89hAMHDgSu79u3D7feeisWLVqEH//4x/jvf/+Lxx57LOyDJCIKG3ccn6qulEhoiZG6ts5msUykRmRAMAjZHqbMUU+SBG1j5TT/tnipadthnvm6NnclIiIiIqLk1q+g7Z49e7Bw4cLA9VdffRWzZs3Cn/70JyxfvhzPPPMMXn/99bAPkogobOK1pi0Qg0FbJdM2gRqRAR0yR8MUtI3nAwWhSOlwmr8sqzsWnzf43y3WyyOYM0XJE9kHtDepPRoiIiIiIoox/QraNjY2Ij8/P3B93bp1uPLKKwPXZ8yYgTNnzoRvdERE4RY4VT0Og7ZWf9DWFgNBW68n2GArkcojAIDFX9e2LUynrSsHCnQJGrRVgtweZ/C1qqW9SQRBJS1gylB3LH2RpGAN5VgpLUFERERERDGjX0Hb/Px8nDp1CgDgcrmwc+dOzJ49O3B/S0sL9Hp9eEdIRBRO8VxfNJYybZ02/4oEGJhp2ysluK1P0EZkOmMwcK92iQQl+GnJBDT9+oqjjkBdWwZtiYiIiIios379olm2bBl+/OMf49NPP8W9994Li8WCSy65JHD/3r17MXLkyLAPkogobOK1ERkQDNq21gFet7pjcflLIxhSRMZgIgkEbcOVaes/UJCombZA7DQja42TerYKpVlaa6264yAiIiIiopjTr6Dtz3/+c+h0OsyfPx9/+tOf8Kc//QkGgyFw/4svvojFixeHfZBERGEhy/GdaWtK949bBuzV6o7F2SKWiVYaAQDMWWIZrqBtomfaAh2Cj2F6zwZKCX5aYryeraJjPWAiIiIiIqIOdP3ZOCcnB+vXr0dzczNSU1Oh1Wo73f/GG28gNTXBTpMlosThcQLwN0qKx5q2kgSkFQENJ0Rd2/Sh6o0l0IQsAYO2StZoe4MI9A82kzgZMm1TwpydPFBK8DPWm5ApYiXYTUREREREMWdABd/S09O7BGwBICsrq1PmLRFRTFFKI0gaQBunn1VpBWLZck7dcQQyba3qjiMSLP5M23A11gpkdydBpq3aGaNK8DNuMm1jpKwEERERERHFnDjo0kFEFCYdSyPEax1Wa5FY2lRuRqY0IjMm4NkVOmOwuVo4Mkc9yryLw+zuUIW7DvBABTJts9UdR6iU2rtsREZEREREROdh0JaIkkc817NVKM3IWlQO2gYakSVg0BYIZtuGIwjp9te01SVwpm1KjDTUirtGZP7gsrst+PlEREREREQEBm2JKJkop7rHc8ZjoDyC2pm2CdyIDOiQOdow+H15EuBgQV+UcgTtTYDPp84YXK3Bf+PxUh5BbwYMKWJd7SxlIiIiIiKKKQzaElHyCDSEiuOMRyXT1tEsglRqSeRGZEB4g7ZKpm0iB23NGaJWtM8DOJrUGYOSZWtIja/6wZYYyVImIiIiIqKYwqAtESWPRKgtarAApgyx3lKl3jgCNW0TsBEZEN7yCB6lPEICB201WsCcKdbVyhgN1LONkyxbRaC0BDNtiYiIiIgoiEFbIkoeiVDTFgCsMVDXNlAeIVFr2vozbdsHmWnrdYvsUyC+sj8HQnnP1GqqpQQ946U0giKQ1c1mZEREREREFKRq0Hb9+vW46qqrUFRUBEmS8Pbbb3e6/xvf+AYkSep0Wbp0aadtGhoacPPNN8NqtSIjIwO33nor7HZ7FF8FEcWNRKhpCwRLJNhUDNq6Erw8gtmfaTvYAKQy54D4LssRCiVjVK3gY9xn2jJoS0REREREQaoGbVtbWzFlyhQ8//zzPW6zdOlSVFZWBi6vvPJKp/tvvvlmHDhwACtXrsS7776L9evX4/bbb4/00IkoHiVKpq0StG05p87z+7zBerqJGrQNV6atUs9WaxAlBBKZkuGqVnkEpSZsvAVtLSoHu4mIiIiIKCbp1HzyK6+8EldeeWWv2xiNRhQUFHR736FDh/Dhhx9i27ZtmD59OgDg2WefxbJly/DrX/8aRUVFYR8zEcWxRAnaWv2fbWrVtHV1OJvBkKjlEfyZtu52wNUmagkPhCdB5lwoVC+P4H/eeCuPwExbIiIiIiLqhqpB21CsXbsWeXl5yMzMxIIFC/DII48gO1v8MNy0aRMyMjICAVsAWLRoETQaDbZs2YIvfvGL3e7T6XTC6XQGrttsoqGO2+2G2+2O4KuheKTMCc6N+KdxtEDy+eCT9JDj5L9nt/PPnAOtzwc0V8DrcgGSFN1BtTaK5zdY4PX6AK8vus8fFTpodSbA1QZvSw1gHTKw3bTbxXulMcAbJ3PufKF+BkrGDGh8Psj2WvhUeK1aey3g88FrTAfi6b02pIs50loPr8sJSGw30BH/BpOaOP9ITZx/pCbOP1Jbos/BUF9XTAdtly5dimuvvRYjRozAiRMn8JOf/ARXXnklNm3aBK1Wi6qqKuTl5XV6jE6nQ1ZWFqqqes5Ae+yxx/DQQw91uf3jjz+GxRLntS4pYlauXKn2EGiQxlTuQ2ZbDU7u2o/aE2qPpn86zj9J9mBGTS0kyNjx3zfh0aVEdSxp7RWYUFMDhz4De95/P6rPHU2Ta1pgdtXj0McrYLMMG9A+0ttOYVxNDVqbgf1x/l719RlocdZgUk0N3PV27HRH+bXKPswsOwwJMnZu2AW37lh0n38wZB9m1tZCkmXs/O+bcOsSNHt9kPg3mNTE+Udq4vwjNXH+kdoSdQ62tbX1vRFiPGh7ww03BNYnTZqEyZMnY+TIkVi7di0WLlw44P3ee++9WL58eeC6zWZDcXExFi9eDKvVOqgxU+Jxu91YuXIlrrjiCuj1erWHQ4OgWb0dUq0dOXPnQy6epfZwQtLT/NO+uwporcXiOZOA3HFRHZNUsQOaz9ZAzh6JIYuWRfW5o0mzbi+kqr3ImTYB8oj5A9qHdGYzNBs3QM4bj5LL4/O9Cvkz0NkC7dsfAwAKliwSdXyjpbUWWnsuoNHhiquuj372+SBp//sx0FaHKy6+EMgerfZwYgr/BpOaOP9ITZx/pCbOP1Jbos9B5Yz/vsR00PZ8paWlyMnJwfHjx7Fw4UIUFBSgpqam0zYejwcNDQ091sEFRJ1co9HY5Xa9Xp+Qk4HCg/MjAXidgEYDjTkNiLP/ll3mX8ZQoL0emvZaQD8puoPxtgEaDWDOgDbO3sd+Sc0V88XZNPD5IrvFe2VIifv3qs/PQF0moDcCXjc07hbA1PPf4bBzNYv3OTUHGkMUg8XhkpYLOBqgcTbH3WdTtPBvMKmJ84/UxPlHauL8I7Ul6hwM9TXFVeG0s2fPor6+HoWFonP6nDlz0NTUhB07dgS2Wb16NXw+H2bNio8sOiKKIrf/FAR9ApRBSROfg7BVRv+5nS1imahNyBRKY632xoHvI9D8zjT48cQ6SQo2AYt2U614bUKmUMbdxmZkREREREQkqJppa7fbcfz48cD1U6dOYffu3cjKykJWVhYeeughXHfddSgoKMCJEydw9913Y9SoUViyZAkAYPz48Vi6dCluu+02vPDCC3C73bjrrrtwww03oKioSK2XRUSxKhBAM6s7jnBQgrYt56L/3ErQ1pgW/eeOJkuWWLbVD3wfypzTJcCcC0VKDtBSGf3go/J8KbnRfd5wSVEp2E1ERERERDFL1Uzb7du348ILL8SFF14IAFi+fDkuvPBC3H///dBqtdi7dy+uvvpqjBkzBrfeeiumTZuGTz/9tFNpg3/+858YN24cFi5ciGXLlmHevHn44x//qNZLIqJYJcuAxyHWEyGAZlUz09Yulgza9i2RDhSEIpAxOoj3bCCUYGdKnGfaMmhLRERERER+qmbaXnbZZZBlucf7P/rooz73kZWVhX/961/hHBYRJSKvG/B5xHoiBNDS/GcT2KsBn0/U84yWpMm09ZdHaGsY+D6UAwWJMOdCobxnrSoFbZXnjzcpylxj0JaIiIiIiIS4qmlLRDRgnvbgeiIE0CzZgEYnAtHRDvQ4/Z0ukyVo67IDHufA9hEoj5AENW2BDsHHKAdt25hpS0REREREiYVBWyJKDh2DZ5Kk7ljCQaMB0grEui3KdW1d/vIIid6ITG8BdP5yPAPNtg1k2iZJ0DYQfKyN3nPKcvD54r2m7WAOEBARERERUUJh0JaIkoO7TSz1FnXHEU6BZmRRrmubLDVtJalDiYQBZo4mYyMyQGS+9lL+KKzcbcFAZ7yWRzCkBM8AiHaWMhERERERxSQGbYkoOSRiQyirv65tNIO2spw8NW2BYBCwfYCZtoF5lyyZtv73y+MMHiiJNKWkgDEtmBkdj1gigYiIiIiIOmDQloiSQyIGbQPlEaIYtHW1AvBnUCZD0NacJZYDDaR5kizTVmcMls2IVvAx0IQsTuvZKjpmKRMRERERUdJj0JaIkkOgPEICBc/SlEzbKNa0VbJsdUZAq4/e86pl0Jm2Sk3bBJp3fYl28DHQhCxOSyMolLnGTFsiIiIiIgKDtkSULBIxeGb117RtrQc8rug8pytJ6tkqAjVtB9qILAEzvPuiZLwO9D3rLyXIGa9NyBQpLI9ARERERERBDNoSUXJIxEZkRqs/GCgD9uroPKfTFnzuZGDJFMuBNIeS5WCDrGQK2qZEOWO0LUHKIwQOEDBoS0REREREDNoSUbJIxJq2ktShREKU6toq5RGUuqWJbjCZtsqcA5Knpi3Q4T0bQKB7IFprxTIl3oO2zLQlIiIiIqIgBm2JKDkkYqYtEGxGFrWgrVIeIcmCtk5b/0tQePwlOSRNctT/VViiXNO2tb7z88YrpbxDW73I0iYiIiIioqTGoC0RJYdEzLQFAKs/09YW5UzbZCmPYEgNBlzbG/v3WGXO6UwiKzpZRLM2q9cT/O8S75m25kwAEuDzAI5mtUdDREREREQqY9CWiJJDogZt0/zNyKKVaZtsjcgkCTBnifX+nu6fqHOuL0rGa3tj5DNG2xsByIBGB5jSI/tckabV+QO3iF5pCSIiIiIiilkM2hJRcvAoATSWRxgUpRFZstS0BYIlEtr7WdfWk6RBW3MGAhmj/c1O7i+lnq0lOzGymaPdxI2IiIiIiGIWg7ZElBwSNetRybR1NAOu1sg/X6A8QpJk2gIDb6zl9te01ZnCO55Yp9EClgFmJ/eXUjc33ksjKKJdD5iIiIiIiGIWg7ZElByUgGaiZdoaLIApQ6y3VEX++ZxJVh4B6BCAZKZtyCxRyhhV9h/vTcgU0awHTEREREREMY1BWyJKDh2bQiUaaxTr2jLTNnRKpm0yBm2V4GPEM239+0/JjezzRAszbYmIiIiIyI9BWyJKDola0xYIlkiwRThoK8vJ14gM6BC07WemrbtNLHVJGLQNvGdRyrRVasHGu0CmLRuRERERERElOwZtiSjxeT2A1y3WEzHrUQnatpyL7PN4HKK5FJBkjcj85RH63YhMybRNwOzuvliilGkbaESWIOURAmUlatUdBxERERERqY5BWyJKfEqWLZCYQVtrkVhGuqatUhpBqwd0xsg+VyxRAmntTeIAQKgCJTkScM71JRoZo7KceI3IlNfhtAEel7pjISIiIiIiVTFoS0SJTwmeaQ2is32iSSsQS9s5EciKFCVoa0gDJClyzxNrjFZAowMgA+2NoT9OmXdJmWkbhfIILjvgcfqfL0GCtobU4AGR/mZ2ExERERFRQmHQlogSn1JbNBHr2QJAaj4ASZyO72iK3PM4bWKZTPVsARGgNmeK9f4E0hK5jnJflKCtozlYmiTclHq2RiugM0TmOaJNkoIB6FY2IyMiIiIiSmYM2hJR4gtkPCboaepaPZCaK9Yj2YzMqTQhS6J6topA5mg/Tvd3+2va6pIw09aYJuYlELm6tsp+U3Ijs3+1KCUSIt3EjYiIiIiIYhqDtkSU+BI90xbo0IwsgkFblxK0TbJMWyDYjKw/AUhPgh8s6E00MkaVZl0p2ZHZv1qYaUtERERERGDQloiSgZLxmMi1RaMRtFVq2iZl0FbJtO1HeYRkzrQFOmSMRijTVglqJko9W4UShGbQloiIiIgoqTFoS0SJL9HLIwBRCtr6a9oakjloy0zbkEW6GZmy35QEC9pGo4kbERERERHFPAZtiSjxJUN5BKs/aBvRmrZJnGlrHkB5hGQ4WNAbJQO2P9nJ/ZGombYsj0BERERERGDQloiSQTIEz9KKxNJeDfh8kXkONiID2htD216WO5RHSOB515tIn+YfaESWYEHbjo3IZFndsRARERERkWoYtCWixJcMmbaWbECjA3yeyJ1WzUZkImjr8/a9vdcNyP7tErmWcm8sHYKP4eZ1BwPoiRa0VQ4QeN3B7HYiIiIiIko6DNoSUeJTMm0TuSGURgOkFYh127nIPEegPII1MvuPZaYMQNIAsg9wNPe9vVLPFkjiTNsInuavlFzQ6hNvPmr1Yr4BrGtLRERERJTEGLQlosQXaAiVwJm2QOSbkQUakSVheQSNBjBnivVQ6toqpRG0BvHYZKRkjHocgKs1vPtu61DPVpLCu+9YEAh496OGMhERERERJZQk/SVJREklGWraAoDVX9c2EkFbj1Ocrg0kZ3kEIFgiIZTGWp4kmXO90RmDAf5wZ9sq+0u00ggKJeDNTFsiIiIioqTFoC0RJT53smTaKuURIhC0VZqQSdrkDUQGAmn9yLRN5JIcoQg01QpzxmhrrVhaEjRoG8nSEkREREREFBcYtCWixBdoRJbgwcY0JdM2AjVtldIIxtTEPB09FP0J2jLTVrBEKGir7C9hM20j2MSNiIiIiIjiAoO2RJT4kqY8gr+mbWs94HGFd9+BJmRJWhoBCAZt20Moj5Asc64vgZIS4c60TfDyCMy0JSIiIiJKegzaElHiS5ZMW6PVXwJCBuzV4d23y18eIZmDtmZ/ADKUQJoStNUl+JzrS6SCjx0bkSWi/mR1ExERERFRQmLQlogSm88nmmgBiR+0lSQgzZ9tG+5mZE4GbfuVaevx17TVJ3lN20ic5i/LyZNp294EeD2qDiVsZBlorhBLIiIiIiLqE4O2RJTYlNqiQOI3IgOCJRJsYa5rq9S0NTBoi7bGvgNPydL8ri+RyLR1tgBef/kPJfs50RitgFYPQA7tIEGs87iAtY8B7y0HTq5RezRERERERHGBQVsiSmxuf8ajRucPgiS4QKZtVXj3G6hpmxre/cYTUzoACZC9gKOp920D5RGSPdNWyU4OIdAdKiVr15QB6Azh2WeskaRglnK817X1OIH1jwOVe8T1YyvVHQ8RERERUZxg0JaIEluy1LNVBIK24c60ZSMyaHWAOUOst/WR/Rgoj5Ak864n5kwAEuDziMBtOLT667wmamkERUoESktEm9sBrPsVULUP0BkBSQs0nASazqg9MiIiIiKimMegLREltsBp6kkSPEsrEEtbmGvashGZECiR0EfQlpm2gkYLWPwlDMLVVCvQhCw7PPuLVfGeaasEbKsPiH8Hl/8UGHKhuO/UOnXHRkREREQUBxi0JaLEFsi0TZLaokqmrdMGuFrDt182IhNCDUAGDhYkedAW6BDoDlPQtrVWLJMm0zZM71s0uR2ihm3NwWDANncsMOIycf+pTwGfV80REhERERHFPAZtiSixJVumrcEian0C4a1r62z27z/Jg7ZK46u+mkMpDfB0STLveqMEbcOVMarsJyU3PPuLVcoBgnjLtHW3A2seBWoPi8/dBfcBuWPEfUUXAoZUURO6aq+qwyQiIiIiinUM2hJRYlOCZ8mSaQsAVqWubRhLJAQybZO4ERkQetaomzVtA8KdMarsx5LgmbaB8gi16o6jP1ytImBbd1R85i74GZAzOni/VgcMnyfWT65VZYhERERERPGCQVsiSmzJlmkLBEskhKuurdcTbKyV9OURQgzaepJw3vUk8J6FO9M2wWvadmxEJsvqjiUUrlZgzS+AumOAIUVk2GaP7Lpd6XyxPLs9eDCIiIiIiIi6YNCWiBJbMgdtW86FZ39Om39FEqc2J7NATdu+GpH5g9zJ3ogMCJYxaA1Dpq3XLU6tB5In09bjDG996khwtQKrHwXqj4vPiAU/6z5gCwCZI4CMEsDnAco3R3ecRERERERxhEFbIkpsydaIDACsRWIZrpq2Ln82nCEFkKTw7DNedcy07S37kZm2QYFAdxgybZUMZ60h8bO+dQbAaBXr4cpSjgRnC7D6EaDhhAjYLvwZkDWi5+0lCRhxqVg/uSY6YyQiIiIiikMM2hJRYlMybZMp4zGtQCxt58JzWrWzRSwTPUgWCnOmWPo8wfflfD6fyI4EGLQFghmjjmaRKTsYgdIIOclxAEEpkRCOLOVICARsT4rPh4X3A5nD+37c8HmApBGZubYwnRFARERERJRgGLQlosSWjJm2qfkAJFGHVjmVfDACTcgYtIVWD5jSxXpPdW2VLFsA0DFoC2OaeN+AwTcjUzJOE700giLc9YDDyWEDVv0caCwTGcEL7wcyh4X2WHMmUDhVrJ9aH6kREhERERHFNVWDtuvXr8dVV12FoqIiSJKEt99+u9P9sizj/vvvR2FhIcxmMxYtWoRjx4512qahoQE333wzrFYrMjIycOutt8JuZ2MLIvJLxpq2Wj2Q6q8jGo5mZIFMW+vg95UIlEBaew91bZV6tpImGKxMZpIUDLIONmjbMdM2GQQybWMsaOtoBlb/HGg6LQ5iLHpA1KntD6VEwqn1IjudiIiIiIg6UTVo29raiilTpuD555/v9v7HH38czzzzDF544QVs2bIFKSkpWLJkCRwOR2Cbm2++GQcOHMDKlSvx7rvvYv369bj99tuj9RKIKNYlY6YtAKQpdW3DEbT1NyIzJnkTMoXZX6O1p1PWO9azTYZT+EOhBLoHG3xUHq/sL9EFgt0xFLR1NIsM26ZywJQBLHwASB/a//0MmSY+l9vqger9YR8mEREREVG806n55FdeeSWuvPLKbu+TZRlPP/007rvvPnzhC18AALz88svIz8/H22+/jRtuuAGHDh3Chx9+iG3btmH69OkAgGeffRbLli3Dr3/9axQVFUXttRBRjErGTFtA1LWtRHiCtoFGZAzaAgg21uor05alEYJSwpRpqwQvU3IHt594EWuZtu1NwKqHAVuFKHGw8P5g48P+0hmA4RcDx1YCp9YBhZPDOlQiIiIioninatC2N6dOnUJVVRUWLVoUuC09PR2zZs3Cpk2bcMMNN2DTpk3IyMgIBGwBYNGiRdBoNNiyZQu++MUvdrtvp9MJp9MZuG6ziSwyt9sNt3uQTVIo4ShzgnMjPmmdrYDPB6+kA+Lwv+FA559kyYPG54PcdBa+Qb5uTVsTJJ8PPp0Fchy+h+EmGTPEe9tS0/1762iB1ueDrDUM+r2PBeH4DJSM6b2/ZyHStNRA8vngNWbE5b/nfjOkQ+vzAfZaeNV+ve2N0Kx9FJLtHGDJgnf+TwBz7uD+OxTPhfbIR8DpzfBO/Xq3Z0TwbzCpifOP1MT5R2ri/CO1JfocDPV1xWzQtqqqCgCQn5/f6fb8/PzAfVVVVcjLy+t0v06nQ1ZWVmCb7jz22GN46KGHutz+8ccfw2JJslOoKWQrV65Uewg0ANPKT0Lnc2LP+k1wGI6oPZwB6+/8s7adxviaGrQ3bcFe2/uDeu4xlbuQ2VaDk3sOofZUzP7ZiJqclqMYWVMDW8tWHKrv2ngps/U4xtTUwG7T4sD7g3vvY8lgPgNzbadQWluDJvsmHKkpHNhOZBkzTh2ARvZg96bdcOrLBjyeeKH3tOKimhrIqMXW994VdZJVGYcd48+9AbO7ES5dGg6a5sL56S4Auwa3Y1nG5EY3zO4anPz3c6i1TuxxU/4NJjVx/pGaOP9ITZx/pLZEnYNtbW0hbZeUv77vvfdeLF++PHDdZrOhuLgYixcvhtXKRjvUmdvtxsqVK3HFFVdAr2dTobgiy9C+8U9AlrFgyecBc4baI+q3Ac+/1lpo3/0U0Ogw9Mqlgwr2aD7ZDKnejpx5CyEPmd73AxJdzXBo1+xEbloWRixb1uVuqexTaLZsRm7+BAy7rOv98SYsn4FVxdCu243c9CyMXDrA98Rhg/adfwKShIVXfRnQJMFXGFmG9s3/Aj4Pll02W50GbG0N0Kx9BFKmHrBMgPfyn6IwNb/vx4VIOuSFZu+ryM11wLeg69zg32BSE+cfqYnzj9TE+UdqS/Q5qJzx35eY/cVTUFAAAKiurkZhYTArp7q6GlOnTg1sU1NT0+lxHo8HDQ0Ngcd3x2g0wmg0drldr9cn5GSg8OD8iENuh2gEJUnQWKyALn7/+/V7/lkLRM1InwcaZxOQNoggi7sV0GigsWQA/DcAWPMBjQZwNEKr03VtNiZ7xP2mFGgT6P0a1Gdgx/dsoPuwNYl9mDOhMSZRveDUXMBeDY2rGcgYYJbyQLXWA+seBVprgLQ8YOGD0KSGuZ7wyMuA/W8A9UehdTT0+FnFv8GkJs4/UhPnH6mJ84/UlqhzMNTXpM55diEYMWIECgoKsGrVqsBtNpsNW7ZswZw5cwAAc+bMQVNTE3bs2BHYZvXq1fD5fJg1a1bUx0xEMcbtP+VA0gBag7pjiTaNRjQjAwbfjExpRGZMG9x+EoXZ34jM6wJcrV3vV+YdG5EFWbLF0t3e/XsWCqUZl7KvZBFo4hblZmSt9cCqBwF7tWj8tvBBEUAOt5RsoMBfFuHU+vDvn4iIiIgoTqkatLXb7di9ezd2794NQDQf2717N8rLyyFJEn74wx/ikUcewYoVK7Bv3z58/etfR1FREa655hoAwPjx47F06VLcdttt2Lp1KzZs2IC77roLN9xwA4qKBtjNmIgSh7tdLPXmrtmQySDNn5U3mKCtzxsMsjFoK+gMgCFVrLfVd73f4xBLPYO2AXpT7+9ZKJSgpRolAtRk8b/e1igHbfe8AthrgNR8YNFDkQnYKkovE8tTawFZjtzzEBERERHFEVXLI2zfvh2XX3554LpSZ/aWW27BX//6V9x9991obW3F7bffjqamJsybNw8ffvghTCZT4DH//Oc/cdddd2HhwoXQaDS47rrr8Mwzz0T9tRBRDOoYtE1GVv/Bq8EEbZUsWyAYdCOR7emyA+0NQOZ5zciSfd71JCVHvGetdUBGSf8fH8i0TbagrT+zOJqZtrIMVB8Q6zNvE9mwkTR0BqAzif/GNYeA/AmRfT4iIiIiojigatD2sssug9xLRoUkSXj44Yfx8MMP97hNVlYW/vWvf0VieEQU75TT1PUWdcehFqU8gm0QQVunP2irtwAa7eDHlCgs2UDT6e6zRpWgrc7U9b5kZskGGsuAtoaBPT5ZM22VgGnrADOUB6K1ThyQkLRAzpjIP5/OCAybC5xYDZxax6AtERERERFiuKYtEdGgJXvwLE3JtD038H04W8SSpRE6s/jr2nYXgPQw07Zbg80YVYKWKRE8TT8WWVSoaVt7SCyzRoiAajSMmC+W5ZtEE0kiIiIioiTHoC0RJa5A8CxJM22t/pq2rfWAxzWwfbAJWfd6C9oqAadkPVjQEyVoO9DarK21nfeTLFJUqGlbe0Qsc8dF7zlzx4r6uR4ncHZr9J6XiIiIiChGMWhLRIkr2WuLGq3+gLUsOsAPhNPm3xeDtp0Eska7a0SW5POuJ0qG7EAyRj2u4FxMtvIISqatuy3YFDDSag+LZTSDtpIEjLhUrJ9cG73nJSIiIiKKUQzaElHiSvaatpIEpPmzbQfajEwpj8AmZJ31FrRN9rIcPentPeuL8hidMfnmot4UfM0Dee/6y9kCNJ8V67lRqGfbkVIiofpgdDOLiYiIiIhiEIO2RJS4kj3TFgiWSLANsK6tk+URuqUEINt7KY+QzPOuO0qGbFsD0EsT0m4FSiPkiIMRySaaJRJqj4qltQgwpUf++TpKzQXyJgCQgVPro/vcREREREQxhkFbIkpcDNp2yLStGtjj2Yise2Z/TVt3O+Bq63wfyyN0z5wJQAJ8HsDR1L/HKiUVkq0JmSLQjCwKmbZqlEboqNSfbXtqXf+D+0RERERECYRBWyJKXIHyCEkcPAsEbQeaacugbbf0pmDZjY7ZtrLcoRFZEs+77mi0wQZurf0MPirbJ1s9W0XKIJu49UftIbFUK2hbPFuUwWipAuqOqjMGIiIiIqIYwKAtESUunqbeoTzCQGvashFZj7qr0ep1A7JXrOtZ07YLJWjb32ZkyvbKe55sApm2EQ7aelxAwymxrlbQVm8CimeJdZZIICIiIqIkxqAtESWuZG9EBgQzbZ22gXWed/lr2iZb86dQdBe0VUojAMy07c5AT/NXMkyTNtM2SjVt64+L8hXmTCA1L7LP1RulIdnpDYDXpd44iIiIiIhUxKAtESUu1rQVr92UIdYHUteWjch6Fsga7VAeQcnu1hoADf/EdmEZ4Gn+HRuRJaNoZdoG6tmOVbfhW/4FIlDtbodUsV29cRARERERqYi/KIkocTHTVgiUSOhnXVtZZk3b3gQybTsGbVlHuVcpAwg+ynIwMzdZG5EF3rdGwOeL3PPUHhFLtUojKCQJGH6pWC37VN2xEBERERGphEFbIkpczLQVAs3I+lnX1tUKwN+9nUHbrgKZth3LIyhNyFjPtltKxmh/GpE5msUp+5DEafvJyJQBSFpRL9nRFJnn8PmAuhgJ2gJAqSiRIFXthd5jV3kwRERERETRx6AtESUmWe4QQGPQFkD/g7ZKlq3OCGj14R1TIjD7g7btHTNtlQMFSZ7d3ZOUbuoA90XZ1pwJaHXhH1M80GgAiz9gHam6tk2nxfzVmYCMYZF5jv5IKwByxgCyjBz7IbVHoz6vB6jaJ5odEhEREVFSYNCWiBKT1+3PzgMzba1FYtnfmrYu1rPtVbeNyPwHCvTMtO2W8p45mkIPPin1bJO1CZlCKQ0Rqbq2gdIIY2OnHnPpZQCA3JYD4kBcsvJ6gM+eAlY/Auz8m9qjISIiIqIoiZFv5UREYebxZzxCYtA2rUAsbef6F/hw2sTSaA3/mBKBUh7B1RpsQKZk2iZ7dndPjNZg1nbHWsC9UTJLkz1oGygtEamgbYcmZLGiZDagNcDsagAaT6o9GnX4fMCm54CKHeL68dUDaypJRERERHGHQVsiSkyB09RN6nZBjwWp+QAkkQXan3qYSnkEQ2okRhX/9BZROgIIlkhgpm3vJKlDhnKIwUdlO0uyB237+b71hyx3CNqOD//+B8qQAnnINACA5tR6lQejAlkGtv4RKN8EaHRAerGoa7z3dbVHRkRERERRwKAtESUmd5tYsraoyGxM9Z9abetHXVunUh6BQdtudQpA+oO2rGnbNyX4GmpdW2baCikDaOIWqtZaoL1RBAazR4Z//4PgG+FvSFa+MbnqucoysOOvwMk1ACRg7g+AOXeK+05vBBpPqzk6IiIiIooCBm2JKDEFTlNnxiMAIE2pa9ufoK0/05blEXp2fl1bzru+Ke9ZqKf5K+9tsgdtI5lpq2TZZg4PZo/HivyJcOlSRRmSip1qjyZ69r4GHP1QrM/+LlAyC8gaIUpGQBb3ExEREVFCY9CWiBJTIOORtUUBBOva9idoy0ZkfTs/aBsoj8B516OU/mba+huRJXt5hJQI1rRVmpDlxVBpBIWkQV2qf1yn1qk7lmg58DZw4D9iffqtQOn84H2TvwJIGlHjtvaoKsMjIiIiouhg0JaIEhPLI3Rm9Wfa9qs8gr8RGWva9kwJ2io1bQPzjkHbHvUn+OhxBjO+kz7T1v/6XfZg47twqTkklrnjwrvfMKlNmyBWzu0C2ptUHUvEHf0I2POKWJ96EzBmcef7rUWAv2QE9rzSv+aSRERERBRXGLQlosTkZsZjJ2mFYjmg8gjMtO2ROUsslTqjyrxjeYSenZ+d3BtlG52JB2AMluB7EM4SCQ4bYKsQ67ljw7ffMHIYsiFnjwRkH3B6g9rDiZyTa4HtL4r1C64FJnyh++0mXS/qD9ccBKr2RW14RERERBRdDNoSUWJipm1nStDWXg34fKE9xsnyCH2y+IO2Sqath2U5+hRoRBZC4LFjEzJJityY4kUkSiTU+U+xtw6J6X/r8vBLxcrJBC2RUL4Z2PyCWB97JTD5yz1vm5INjPZn4O55ldm2RERERAmKQVsiSkw8Tb2zlByRmeXzBGuE9oWZtn3r0oiMmbZ9Ut4zd7toLtUbZa6m5EZ2TPGiPwHvUCmlEWKxnm0HcvFs8RnWdBpoOKX2cMKrYiew8VkAMlB6OXDRLX0fpLjgGtE0ruEEcGZrNEZJRERERFHGoC0RJSYGbTuTpA4lEs71vb0ssxFZKJRMW2cL4HEx0zYUelOwTnJfJRKU+5VAb7JL8b8PrSE2cQtF7WGxjNHSCAHGNGDINLF+ar26Ywmn6gPAZ0+JA2rD5gIzbw8tq9yUDoz7vFjf+1roZ1AQERERUdxg0JaIEhNr2nZlVYK2VX1v63GIIALARmS9MaQCWr1Yb29gpm2oQq1r27E8AoU/09bjBBrLxHqMNiHrpNTfgKvsM8DrUXcs4VB3DFj3K8DrFgHp2XcCmn58NR/3OfEZZKsAyhIokE1EREREABi0JaJE5WbGYxdKpq0thExbpTSCVi9OwaXuSVKHAGQDM7xDFajN2lemrT84aWHQFkD4a9rWHxcHZ8xZ8VGComCKyDB12oDK3WqPZnAaTwNrHxOB8/yJwMU/BLS6/u3DkBJsVrbvDRH8JSIiIqKEwaAtESUmNiLrKq1ALFsq+95WCdoa0tgAqi9K0La1FvC6xDqDtr1Tykr0lTEayLSNg4BiNAQybcNUHqFjaYR4+Heu1QHD54n1U3HckMx2Dlj9iKjpnDMGuPT/AJ1hYPsaswQwZ4p/K8dXhXecRERERKQqBm2JKDEx07artCKx7E/QlvVs+2b2ByA7ZjDrOO96ZQkhY1SWg8FJlkcQUjoEbWV58PurPSKW8VAaQTHCXyKhYmfwcyqe2GtFwNZpAzKHA5f9WNR5HiidEbjgWrF+4K1giRYiIiIiinsM2hJRYmKmbVdKTdvWetE0qzeBoC3r2fZJybS1nRVLSRusc0vdSwkhY7S90V9XWRKZhOR/HyTxvjiaBrcvny8YtM2Lo6Bt5jAR7PR5gLINao+mf9oagNU/F/PeOgS4/CeixMFgjVwApOYBjmbg6AeD3x8RERERxQQGbYkoMSmZtmwIFWS0+oPYMmCv7n1bl93/GGba9kkJ2jZXiKXeFB+nmqsplIZaSkDXkgVotJEfUzzQaIOlJfqqB9yXptOi4aDeDKSXDH5s0aRk256Ko+ZbDpvIsLVXiwDrgvtEfd5w0OqASdeL9YMrAKc9PPslIiIiIlUxaEtEicmjlEdgpm2AJAWbkfVVIoHlEUKnBNGUQDhLI/StY/O2nk7zV0onKNuSEHjvBtmMTKlnmzMW0MTZ18HhF4uM9oYTQNMZtUfTN1crsOYXgK1ClFNZcH/wcyNchs0D0ovFWSaH3w3vvomIiIhIFXH2LZ2IKAReT7CLNmvadqaUSOhYf7U7TptYGhi07ZMSfJF9YjmY+pTJIpTT/NvYhKxbKSHUAw5FxyZk8caUDhRdKNZjvSGZ2wGs/SXQeEqc7bDgPiA1AnNaowGm3CDWD78nyosQERERUVxj0JaIEo+SZQswaHu+QKZtVe/bOVkeIWTnZ4KyJEfftLpgndqeTvNXgpJsQtZZKKUl+iLL8dmErKNSf4mEss8An1fdsfTE4wI+/TVQd1Sc9bHgp0D6kMg935BpQPYowOsCDrwduechIiIioqhg0JaIEo9Sz1ZrYC3M8wWCtn1l2rIRWciMVkCjC17ngYLQpCin+fcRtLUwaNtJODJt7TUiE1OjE0G+eFR0EWBIFa+jaq/ao+nK6wE2/Bao2gfojKLpWObwyD6nJAFTbhTrxz8B7LWRfT4iIiIiiigGbYko8bjbxJL1bLsKlEfoo6YtG5GFTpI616dk0DY0fdVmDZRHYE3bTgKZtoNoRFZ7SCyzSgGdYfBjUoNWBwyfJ9ZPxmCJhEMrgIrtgFYPXHo3kDM6Os9bMBHInyhKj+x7IzrPSUREREQRwaAtESUeJdOWwbOulExbp000x+lJINPWGvkxJYKOJRLYiCw0lj4yRltZ07ZbShB7MJm28V4aQTHiUrE8uy1Y0iUW+Hwi0xUApt8qAqnRpGTbnloPNJ+N7nPHKlkWWc9uh9ojISIiIgoZg7ZElHiYadszvTlYS7S3uraBRmQsjxASMzNt+y2ll9qsbkcw25vlETpT3g+nTdRMHYhAE7I4D9pmlQLpxSKrtHyz2qMJqtwlMqENqcFs4GjKGQUMnQ5ABva+Fv3nj0VHPwJWPwKs/UXs1kAmIiIiOg+DtkSUeJRMGj0bQnUrrUAsbT3UtfU4Aa9brLM8Qmg6ZtoyaBuawGn+DV3vUwK5egtg4MGXTgwpokYqMLBmZI7m4L/93DHhG5caJCnYkOzUWlWH0snx1WJZepkoj6CGyTcAkIAzW4H6E+qMIVZ4XMDBt8V67RHgwH9UHQ4RERFRqBi0JaLEw/IIvUsrEsuWHuraKqcZS1q+h6HqWNNWx4MFIVHes+5O8w+URmCWbReS1Hdpid7UHhXL9KGJcVBm2MWApAHqjvV8ICqa2hqAczvF+sgF6o0joziY5bvnVfXGEQtOrhUN67T++s37/x38d0BEREQUwxi0JaLEw/IIvVOakfUYtPWXRjCmigAR9Y2Ztv2nBGQdTcHMboWSQcrSCN1T6vwOJNM2UUojKCxZQOEUsX5qvbpjAYCTawDZB+SNB9KHqDuWyV8GNDqgai9QfUDdsajF6wEOviPWp94kgvyyD9j4297ruhMRERHFAAZtiSjxMNO2d0ozMltPQVulCVkCZOFFS6dGZMy0DYnRGjx1/PwSCa31YpmSDeqGEvBW3qf+SLSgLQCMUEokrBdNwNQiy8AJf2kENbNsFal5wMjLxfqeV8T4kk3ZenFww5QOjFwIzLhV/PtprQO2v6j26IiIiIh6xaAtESUeZtr2Tqlp23Ku+x/xSgMoBm1DpzR3A3iwIFSSFAx2t50XfGytFUtm2nYv8L71M9PW7QAaTon1RAraDpkmPu/b6oHq/eqNo3KPCAbqLUDxbPXG0dEF14qDI3XHgmUbkoXPCxx4W6yPvwrQGURN6Lk/ACABZZ8Bpz5Vc4REREREvWLQlogSj5Jpy4zH7qXmA5BEw7H2xq73Oxm07TdThqgBDDBo2x89BR+V60oZAOpMybQ9P9jdl/rjgOwV73si1QvWGYBhc8W6miUSTqwSyxGXijHFAksWMHaZWN/zanJl25ZvAuzVgCEVGHVF8PbcscCkL4n1bX8GWqrVGR8RERFRHxi0JaLE41HKIzDTtltaPZDqD4a1VHW9X6lpa2DQNmQajTgVGRABXApNTw212IisdwNtRBYojTA28epVl14mlmc2A6626D9/exNwdodYH7Uw+s/fm/FXib+HTeXA6Y1qjyY6ZBnY/5ZYH/c5QH/eQdwLvgjkjAE8DmDTsyIrl4iIiCjGMGhLRImHNW37llYklt01IwvUtE2N3ngSwdzvA3PuFF3bKTTdZYz6fMEMcJZH6F7gfavrX+ZkIGg7PvxjUlv2KFGv2+sWgdtoO7lWZDHnjAYySqL//L0xponALQDsfU0050p0Z7YCtgoRrB6zpOv9Gq0ok6A3i9IR+/8d/TESERER9YFBWyJKPG5m2vYpUNe2t6AtM237JXukOC2aQtddTVtHE+DzAJKmc61gCjJnAZBEgFLJjO+LzwvUHRXruWMjNjTVSBJQ2qEhWTR1akAWY1m2irHLRPM/e7UIMCcyWQYO+LNsx14p6th2JzUXmHGbWN//FlBzKDrjIyIiIgoRg7ZElHgCjciYadsjqz/T1tZN0JaNyChaUro5zV9Zt2SJshPUlVYHmDPEeqglEhrLRB1rvSX2MkHDZfilACQRfItmndLqAyIYqjcDJXOi97z9oTeJkgCAyCr1uNQdTySd2ynmu84ogra9GX6x/2CbDGx8DnC1RmOERERERCHhryEiSjwsj9C3tEKx7DbTlkFbipLuMm2VJmQsjdC77t673tQeEctErGerSMkGCiaK9Whm2x7/RCyHz+taOzWWjL5CzJv2BuDYR2qPJjI61rIdvTi0v2PTvyVqkrfVAVv/lFzN2oiIiCimxXTQ9sEHH4QkSZ0u48aNC9zvcDhw5513Ijs7G6mpqbjuuutQXc0OsERJL5Bpy/IIPVKCtvZqUUO0I2ezWLIRGUWaEph1twWbRwWakOWqM6Z40V2Wcm86NiFLZCOUEgnrohN8czQDZ7eJ9VgtjaDQ6oFJXxLrB95Wp2FbpFXtA+qPi9c67vOhPUZvFvVtJQ1QvknMHSIiIqIYENNBWwC44IILUFlZGbh89tlngft+9KMf4b///S/eeOMNrFu3DufOncO1116r4miJSHU+nzgFGGCmbW9ScgCNTtQOba3tfF8g05aNyCjC9KZgvUklY1TJtE1hpm2vLB2akfVFljsEbcf1vm28K54J6Ezicy0aNUpPrRefo1kjgawRkX++wRoxXxy0c9mBw++pPZrwU2rZjlwYLCESipzRwKTrxfr2F4GWqrAPjYiIiKi/Yj5oq9PpUFBQELjk5IgfKc3NzfjLX/6Cp556CgsWLMC0adPw0ksvYePGjdi8WYWuwUQUGzztwXUGbXsmSR1KJJwL3u71AB6HWGd5BIqG84OPrSyPEJL+ZNraq0VGqEYngouJTGcM1pWNdMakLAPHV4n1kQsi+1zhotECk78i1g//F3CE2MguHtQcEheNDhh/df8fP+EaIG+8OPC74Rnx95CIiIhIRTq1B9CXY8eOoaioCCaTCXPmzMFjjz2GkpIS7NixA263G4sWLQpsO27cOJSUlGDTpk2YPXu2iqMmItW4/QFHjU6cHkk9sxYCzWc6ZxQFOtFLgIGZtgqHx4FmZzOaXc1odjbD5rQF1h0eB9w+N1xeF9w+d+Di8XmgkTTQa/TQSlqYdWak6FOQok9BmiEN2eZsZJuzkWPKQY45B1qNVu2XqQ5LNtB0Gmj1Z9oGyiNkqzemeBAIdodQ01bJss0qBXSGyI0pVpTOB06uEae6T/tm5OrM1h4WdcF1RtHQKl6UzAYOjgAaTwEH3wYu+rraIwoPpZZt6WUD+/zQaIA53wfe/39Awwlg/5vAhOvCOkQiIiKi/ojpoO2sWbPw17/+FWPHjkVlZSUeeughXHLJJdi/fz+qqqpgMBiQkZHR6TH5+fmoqur9lCan0wmn0xm4brOJIIXb7Ybb7Q7766D4pswJzo040W6D1ucDDCZ4E+C/WSTnn2TJg8bng9x4Bj5l/21N4v0zpsLrSfwsI4/Pg9r2WlS1VqGqrQq17bWoa6/rsmzzRLb2o06jQ6GlEEWpRShJK8HI9JHikjESGcaMiD53XyL9GagxZUDy+eBrqYbsdkNrrwF8PngNGUAC/BuOGGO6+Ldqr+nzs05TdUC8x9ljIMfZezqg+ZcxElpLDmCvga9sI+Thl0RkbJqjH0Py+SAPnQ0fdPE1Xy+4Dtr1jwNHPoR35OJgY7t4VX8c2nO7AUkD7+hlA/9vYbBCmnYrNBt/C+x/C56M0QD4HZDUwd8gpCbOP1Jbos/BUF+XJMvx0yK1qakJw4YNw1NPPQWz2YxvfvObnYKvADBz5kxcfvnl+NWvftXjfh588EE89NBDXW7/17/+BYuFjYuI4lmq4xwuqHgVDn0G9pR8S+3hxLRc236U1n6MZnMJDheJ5jRp7Wcw4dwbaNdnYm/JN1Ue4eC5ZBeafE1o9jWjydfU5dIit8AHX987AqCBBmbJDItkgVkyBy4GyQAttNBKWmihhU7SQQstNNBAhgwvvPDKXrjhhlN2wik70S63wy7bYffZ0Sq39jqGTE0mhmiHYKh2KIbrhqNIWwSNFPPVjUJW2LgVJQ2foTZtAspyFmDGqecAANtG3AWfJgmyQgdI523HtLLfAwC2lv4AstTzcfjJ5S/B7G7EkYJr0JRSGq0hqmpI42YMbdjY6fMtnHTedlx4+o/QyF7sH3ITWk0FYX+OiJJlTDj3OtIcFaixTsap3EV9PyaGjal6G5mtJ1GbNgEn85YOen+lNR8jt2U/XLo07Bv6VXi0LLdERERE4dPW1oabbroJzc3NsFqtPW4X05m258vIyMCYMWNw/PhxXHHFFXC5XGhqauqUbVtdXY2Cgt6/ON97771Yvnx54LrNZkNxcTEWL17c65tFycntdmPlypW44ooroNfzdPuYV7kH2vWrIWcOx5DFy9QezaBFdP7VjYJ21W7kpaShdJl4r6SzW6HZsA5yzhgMXRjb758sy2hyNqGytRKVbZVi2VqJqtYqsWyrQpOzqc/96DQ6FFgKkG/JR545DzmWHOSac5FryhXrplxkmbOQokuBJElhfx1enxc17TU413oOFfYKlNnKcKLpBE42n0RFawUafY1o9DViv3s/ACBVn4rp+dMxM38mZhbMxAjriIiMSxHpz0DpdDo0m48iNy8P4y6aDm1rHmBIwdLPXxP250oosgztv/8LeF248tKZQFoP330cNmjf+QeAPGR/4RtxV/ZkwPOvdQa07x5HnuRE6fyZYW9sJx39EJq2bMgZwzB/8TdFnfB4UzsK2tUPIU+qwfhLLgzWOY83jWXQfvwPIDUf2UvvxThrGF6HZwE0H/8EsFXCXvsJhn/1t9AbeBCJoou/QUhNnH+ktkSfg8oZ/32Jq6Ct3W7HiRMn8LWvfQ3Tpk2DXq/HqlWrcN11ot7UkSNHUF5ejjlz5vS6H6PRCKPR2OV2vV6fkJOBwoPzI07IblGXzpgCbQL994rI/MscKt6r9gZoJFnUuvS0i9vMGaq/fx6fB9Vt1ThnP4eq1iqcs58LBGaV2xxeR5/7SdWnojC1EIUp4lKUWtRpPduUrWo9WT30KDGWoCSjpMt9NpcNB+oO4ED9Aeyp3YMdVTvQ4m7B2rNrsfbsWgBAjjkHswtnY37xfMwrmofUCAXlIvYZaM0Xc87RCK2rSayn5kGTQP9+IyY1F2iphMbVDOiLu9+m8rh4T9OLoUnJjO74wqjf8y+jCCiYCNQchObsJmDiteEbjCwDZevE+zpmMbTxGswrmggMnQac2wXNof8AF/+P2iMamKPviv8Ww+ZCk931c3RA9Hpg3g/h++inyGo9BsPZjdCNvSI8+6bk5PWIRoADOMDD3yCkJs4/UluizsFQX1NMB23/3//7f7jqqqswbNgwnDt3Dg888AC0Wi1uvPFGpKen49Zbb8Xy5cuRlZUFq9WK73//+5gzZw6bkBElM7e/9qiepU76ZLSK98ndBtirgIySYCMyY+Sz8bw+L2rba1FhrwhcztnPBZZVrVXwyt4+95NrzkVhaiGKUvzB2PMCtGmGtIi/lkixGqyYUzQHc4rEwUiPz4ND9YewpWoLtlRuwa6aXahrr8O7J9/FuyffhV6jx8zCmVhQvACXFV+GPEueyq8gBB0batlrxXqYsyITVkqOaITVVtfzNkoTsrxx0RlTLCmdD9QcBE6tAy74YviyYeuOiSaOWn18NSDrzuSvAOd2Aac3AhO+AGQOV3tE/dN8FijfItYnXBPefWePhG/Sl4Gq30Kz629A4QWAtSi8z0HJofYIsP4JMX8u/T/AGL/fS4iIKLpiOmh79uxZ3Hjjjaivr0dubi7mzZuHzZs3Izc3FwDwm9/8BhqNBtdddx2cTieWLFmC3/3udyqPmohU5W4XSz3rz/VJksTpsA0nAFulCNq67OK+MGRr+mQf6trrugRklfXK1kp4fL03O9Nr9IFAbMegrLKen5IPgzZOs9wGQKfRYVLuJEzKnYRvT/o2XF4X9tTuwadnP8WaM2tQZivDhooN2FCxAT/f/HNMzJ6IBSULsKBkAUrTSyNaRmHAzJkAJMDnARpOitsYtA2NEvBu7S1oe0Qsc5MwaFs8C9j2F6ClCqg7CuSODc9+T6wSy5K5gCElPPtUS9YIoGQOUL4J2PMacNk9ao+ofw68DUAGhk4HMoeFfffy2M/D9tlbyPM4gQ3PAIsfAbQx/fOJYk39CWDtY+L7ae0RYNXDwOU/BcwZao+MiIjiQEx/63j11Vd7vd9kMuH555/H888/H6UREVHMY9C2f6z+oG1LpbjubBHLELNAZFlGTVsNylvKUW4rx+mW02JpO40zLWfg9Dp7fbxOowtkxA5NHYqi1KJO6znmnIRquhVuBq0BMwpmYEbBDCyfvhwnm09idflqrDmzBvtq92F//X7sr9+PZ3Y9g2HWYVhQLAK4k3Mnx877qtWJwG17QzAr1MKgbUhSOmQpd8ftABpPifVkDNrqzUDJbODUenEJR9DW1Qqc3iDWRy0c/P5iweQvA2e2AOd2iqBSuILbkdZSBZR9JtYvCGP5i44kCcfzlmKUb5X4t7T3VeDCr0bmuSjxNJ4G1vxCfDfNGS0OsDWVA588CCz4GZCSrfYIiYgoxsV00JaIqN9YHqF/lMYzLVVi6fRn2p4XtHV73ThtO43jTcdxrOkYTjWfCgRm2z3tPe5eK2lRkFKAIalDugRkh6QOQa45V9V6sommNL0UpZNK8e1J30Zdex3WnFmDNeVrsLlyM07bTuOlAy/hpQMvIduUjctLLseC4gWYVThL/WxlS5YI2ioHD5hpG5q+grb1xwDZJ4LgyfqejpgvAranNwIX3SJqdw9G2QbA6wbShwI5Y8IzRrVZi4DSy4ATq4E9rwALH4iPxmpKlm3hVCB7ZMSexq1Lg2/K7dBsfBo49F+gcApQMCliz0cJwnYOWPOoOIMpe5TIrnU0A6t+Lv7WffIAsPB+IDUOyhgREZFqGLQlotDIMlCxQwRD8yeoPZqeKZm2OpO644gXgaDtOQCA19GMCtmFY7bjOL7nOI43iUtZcxk8cvelDLSSFkWpRSixlmBY2jCxtA7DsLRhKEwthE7DPzVqyDHn4Pox1+P6Mdej1d2Kzyo+w+ry1fj07Keod9TjzaNv4s2jb8Kis+CSoZdg/tD5mF04G7mW3OgPNiUHqD8evM5M29D0VR4hUBohTjInIyH/AvE+tdUBZ7cNrgatLAdLI4xcGB+BzVBN/JIIbtccAqr2isBkLGutE+MFwttkrgfykOnAqEXA8U+ATc8DVz4OmKwRf16KU/YaEZx1NIs60ZfdKzL/9WZg0YPA6p8D9mpg5QPAwp+xVjIREfWIv6SJqG9eD7DjJfFjBQCGXQxMuwUwpas7ru4oWZ/MtO2VLMuobqvGsfZzOOGtw7GaGhx/9ys4WX8YDviAfc91eUyKPgWjMkZhVMYolKaXYnj6cJSklWBI6hDotYnX0TORpOhTsGT4EiwZvgRurxvbqreJMgrla1DTXoOPyj7CR2UfAQBGZYzC7MLZuCj/IlyYdyHSdVH4d35+kDZZs0L7K5BpWycCiucHEWsOiWUylkZQSBIw4lLgwFsiyDeYoG3DSaCxDNDogBGXhG2IMSElGxi9GDjyPrDnVaBgcmwHpQ++A8heEZSP1kGJi74uGtvZzgFb/gBc+v9i+z0idbTWA6seEmePWIcAl/+kc3PX1Fx/4PYRwFYhArcL7otITWYiIop/DNoSUe9crcBnT4vMG/h/nJzeAFTuEYHb4ZfE1o+WKNS0dXqdaHI0wel1wu1zw+1zAwAMGgP0Gj2MOiOsBitMMZDt6/F5cLblLMpsZTjVfApltjKcbDqJ403HYXfbgxv6ANSLbD0DJIxML8Wo7AkYlSmCtKMzRqMgpSA2G1lRv+i1eswtmou5RXPxk1k/wcH6g1hdvhobzm3AofpDgezqfxz6BwBgaOpQZDozUXOwBhNyJmBUxijkWfLCOxc6Bmk1/hq31Ddzllh6nOIU3I5lTbweUR4BAPKSOGgLBIO2lXuAtgZRjmMgjisNyGYnZvf3C64RmcQNJ4EzW4GSWWqPqHttDaKUAxC5Wrbd0RmBuT8APr4PqNgu5sPoRdF7fop97Y0ii7a1DkjNF8HY7hIcLFnAogdEvdvGMn9zsp9EtMwHERHFJwZtiahn9lrR8dZWAWgNwMX/I4IpW14QjRQ2PS/q+834tsgciAVhqmnb7GzG/rr9ON50HKdtornWWftZNDoa0eZpC2kfJq0JVqMV6cZ0pBvSkW5MR4YxA5mmTGQaM5FpykSWKSuwtOgtMOvM0GtCy1qVZRk2lw01bTWdLrXttahurcbpFlFz1uPruazBcOtwjGptwiifBqOnfhOj9v4bQ2GAdumfYjOTmsJKI2kwMWciJuZMxA8u+gEaHY3YUrUF26u2Y1fNLhxrPIaz9rM4i7PYt3tf4HEmrQnF1mIUpxYj15KLHHMOcs25SDOkIdWQilR9KgxaAyRIkCQJyv+U5mdOrxNOrxPtnnY4PA44Wo7D4WuEQ5bh0Frg2PMC2r3tcHldYluP2D5w3b/u8Drg9rkhy3IgiCz5Dy5JkgStpIVJa4JJZ4JZZw4szTozrAYrskxZyDZnI8uUFVhPN6THT51lnUH8O3U0iyBBx0Bi02kRzNVbgPRi9cYYC6yFov5s3VGg7FNgwhf6vw93O3Da3/RqZII0IDufKR0Y93lg/79Fw62h04FY/Ldw+F3A5xH/TfMviO5zZ40AptwI7Po7sPOv4oBI+tDojkEN7U3AkQ/E6y26UO3RxCZnC7D6UVGvNiVH1Kvt7QCRKV00I1v7mCgPtPrnooxCMpezISKiLhi0JaLu1R0D1j0OOG0iUDv/biCrVNy35DHg0Arxw65yN/D+/4ofMaOXABqVO9IPMNO22dmMTec2YcO5DdhTuwenmk/1ur1W0sKkM0Gv0Qdqtrp97kBQySf74PA64GhzoKatpl9j0Um6QIDJpDXB1ebCi++9CJ/sE/v1ONDqaUWbuw0y5D73Z9KaMDx9OIZbh2N4+nCMsI7AqMxRGG4dLhpQffKgOI1anwVIRvEgQ2qv+6TElGnKxNLhS7F0+FIAgM1lw67KXVixeQWQBxxtOoozLWfg8DpwrPEYjjUeC/8gHAD2/C78+w2R0jyvJK0EJdaSTsuhaUPVb9p2PkuOCNq21YuAkqL2sFjmjoutsyHUUjpfBG1PrgPGX93/9+T0BhEETysE8sZHZoyxYNzngKMfiRIAZZ+KBmWxxNEMHFsp1ideq87cHvc5kbVdtRfY8Ayw5FEgUUsEybJo4rf9RZHNfxDi38+UG2IzoK8WV6sI2DafEd+ZF/wstDI/xlSRjbvuV+J72OpHxPdtNrojIiI/Bm2JqKvTG0UWrc8jGijMv6dztoBWJ34sFc8Ctv5BNLvZ8Vfxo3bWHepmnfQjaFvXXocPTn2AT05/gt21u+GTfZ3uL0krwbiscRhmHYbh6cMxNHUoss3ZyDRlIk2f1uPp4bIso9XdimZXM5qdzWhyNsHmtKHJ2YQmZxMaHY1odDSiwdkQWG90NAYafXlkD1rcLWhxtwR32tzz68gwZiDXkos8cx7yLHmB9eK0YoxIH4H8lPxAhmO30orEj4W6o/73zsIfYwQAsBqsmFs0F02mJiybtwx6vR5unxuV9kqctp1Ghb0Cte21qGuvQ117HewuO+xuO+wuu8iAhQxZljsvIcOoMYqDEv4DEyaNDqbaozBBA1NqAUyFU2HUGWHSmmDQGgJLo9YYWCrrBq0BGkkT2D8g/g0CgFf2wuFxoN3bjnZ3OxxeB9o97Wj3tMPmtKHeUY8GRwPq28WyydkEr+xFhb0CFfYKbKrc1On90EpajMwYiQnZE3BB9gWYkD0BYzLHqFsKJSUbaDjRtRlZIGjLrC0AQMkc8XfKViFO/+/vacjH/afjj0qwBmTnM6SITOTd/wT2viFq2MdSQPLw+4DXJQ4iF05VZwySBMz+LvDB3SKjffe/RLmoRNPeBGz/iyiVAQCWbHFw6NAKkRl68Q9YygYA3A6RLdt4CjBaRcA2rSD0x+vNIsN2/a/FgYC1vwQuWQ4MmRa5MRMRUdxg0JaIgmQZOPAfYO9r4vqQaaJ+m76HgET6EGDRQyLrZfc/RXbuB/cAF3wRmHCNCO5GWx9BW5fXhZWnV2LFiRXYXLm5U6B2VMYozBsyDzMKZmBSziRkmgb2Y0SSJHGKuCEVQ1KHhPQYWZbh9rkDASXltPEWRws+3fQpZs+aDYPeAK2khVlnhkVvQYo+BWmGNBi1xgGNM8BaKJZ1/qzJRKzVSGGj1+hF5qm1JHw7lWXgta+KA0UjrwWmfCV8++4Ht8+NhvYGnLWfRbmtHGdazuC07XRg2eZpw9HGozjaeBRvH38bgAjkjsoYhUm5kzCrYBZmFMxAtjk7eoO2dGhGppBloMYftE3krND+MKQAQ2eIg5In1/YvaNtwSgTGNTpRHzfRjVkqGpK11YkGpGOvVHtEgtMOHP1QrF+gUpatwpIlArfrHhfvVeEUoGiqeuMJJ1kGyjcB2/4ismslrThQP+Ea4Ow2YMvvRUO2D+8FLv5hctfM9rhElmzdMfEZs+Cn4rtxf+mMIsP2s6dFveRPnwLmfh8oZOCWiCjZMWhLRILXDWz9E3Bqnbg+dhlw4df6LncgScCYxSLAu+3PwLmdwL43xBf+WXcAOaMjP3aFLPcYtK1pq8HrR17Hm0ffRL2jPnD7lNwpWDZiGS4rvgxFqUXRG+t5JEkKZA2mG4O1ZN1uNyr1lZhZMBN6fYSyndL8Qds2//vCoC1FmySJLC57tcgcVYleo0d+Sj7yU/IxLb/zj2VZllHdVo2D9QdxoP4ADtYfxMH6g2hwNOBI4xEcaTyCN4++CQAYnTkaswpmYWbBTEwrmAarwRq5QSun4HbMtG2pEqVtNLpgWRsCRswXQdvTG4GLvh56BukJfwOyodOTo9a3zgBMvE78Td//FlB6ec8Hb6Pp6IeAxwFklIj/FmobMg0YvRg49jGw+XfAsifif344msV/dyW7NmOYCE4rpVeGzRHv/6dPiqz1VQ8BU28WJSMSOQO9O163eB9qDgI6E3D5T8XZaQOl1QPzfgRsfl58Rn32NKQZt4dtuEREFJ8YtCUi0Tzh0yfFKfKSBpj2TRGI7Y+UbJElcHqjOAW1+Szw8c+AsUuByTdE5wefxwkoNV79jcjKbeX4874/478n/hsoP5BnzsN1Y67DVaVXodia5A16gGDQVsGgLakhdyxgrwGyo3igpx8kSUJBSgEKUgqwoGQBgGAg90DdAeyo2YGtlVtxpPFIoN7vPw79AxpJg6m5U3F58eW4vORyDLMOC+/Ausu0rT0kltmjYuvUdrUVTBanc7c3AhU7gZJZfT/G4wTK/A3IRi2K7PhiSenl4jR4e43IJJ14rbrjcbWJcQDibJ5YCRBe+DURtGs+C2x+QXwPipWx9dfpTaIcgrNFZNde8EVxOf+sqfQhwJJfiPJYpzeKpmx1R4BZ3wUMg2sCGze8HmDD06Kvg9Ygyhv0t+RKd7Q6YM73Aa0ROLkGmq0vIM83CcCywe+biIjiEoO2RMnOVgms+6XIzNKZxFH+gZ7iJ0nA8IuBwsnAzpeBU+tFt+Gz24AZt0X+1EF3m38cGpxurcQLe/+A90+9HyiBcFHeRbhx/I1YWLIQeg0DGQGp+QAkBALebEJGapj1XZGxZc5QeyQh6xjIXThsIQCgwdGAbVXbsLVyK7ZWbUWZrQw7a3ZiZ81OPLnjSZSml2JByQJcXnw5JuZM7L3edCgCmbbBMwhQe0Qsc5P4tOXuaDSivMHBd8RZJaEEbcs3iTM4UvOA/ImRH2Os0OqASV8GNj0HHPqvyCg1qvi34djHotlTWiFQPFu9cZxPZxBlpD76iTjT6NjHwJglao+qfxzNohTCmS3iekYJMPt7nRsbnk9vEq87d5z4vndmK9BUDsxbDmSG+cBUrPH5RDbs2e3ibIb5d4e3RIRGA8z6jphbhz/AiNpPIB2ZDEz8Qvieg4iI4gaDtkTJrPqgyLB12cUP//n3iC/rg2VMA+bcKRqYbPuTOG137WPA8EvEKammCJ0q7G5HnezBC3Ij3nznGnhlLwBg3pB5+M7k72Bq3tTIPG+80+pEQMJeLa4z05bUoNHEVcC2J1mmLCwZvgRLhovATaW9EmvOrMGaM2uwvWo7TjafxMl9J/HnfX9GrjkXi4cvxpUjrsTknMk9NjfslcVfTqK9UWR/aXVsQtYbJWh7bpdotNTXnDvuL40wckH8ZlAO1PB5Itu2qVwsp96kzjg8TuDwe2L9gmv6LtsUbZnDgAu/Ks4y2vmyqCMdju9S0VC+WQRsnTZxptUFXxT1gkPpSSBJIkCdVQp89htx8P/jnwIzb0/c2s+yHMww1uhEw7CCSeF/HkkCpn0TPuiAmr9As/sfALzqZ7wTEVHUxdi3HiKKmpNrgTWPioBt9ihg8aPh/5FRNBVY9qS/iYkElH0KvPe/QNkG8cU3jBweB144+Dcs8xzDa55aeGUvLh16KV793Kv4/aLfM2Dbl44lEhi0JQqbwtRC3DT+Jvxp8Z+w7oZ1+NUlv8LS4UuRqk9FbXst/nnon/jq+1/FlW9diad3PI0jDUcg9+fz0ZQuggeQReC2vVEETyAxaNud9KFA1khA9gGnN/S+bdMZoO6oOFW89LKoDC+mSBIw2d8U8Mj7Ym6p4fgnIqiYkgsMm6fOGPoyZilQOFU0U9zwjGhQFcscNhFo/ew34r3NKAGWPApM/nL/m8jmjAaW/lKUH/G6gU3Pi7q4Xndkxq4WWQa2vyi+P0MSmcZDItgoTJIgT74BZ7Pmiut7XwN2vxL2789ERBTbGLQlSjayDOx5Fdj8e/HjomQ2sPCByGW46U3AtG8Ai38ufiw7bcDGZ0TH5Y6n8w6QLMtYVb4K17xzDZ4/+graIWOiLh0vLnkRzy98HhfkXDD415AM0gqC6wzaEkWE1WDFstJleGL+E1j/lfV4fuHz+Fzp52DWmVFhr8Bf9v8FX/rvl/DFd76IP+39E6paq/reqdLEDQBaa4Hao2I9o1h0M6eulADsyXW9b6c0IBtykaiFm4yGTBMHdr1u0ZQs2jwuUZ4BACZc0/+AYrRIEjDne4DRCjSfAXb/U+0R9ax8iziAXr7Zn117LbDkscE1LTRZRV3XideJ68dWAisfAOy14Rmz2mQZ2PUPUf4C/v/WoZRXGSxJQkXmbPim3CyuH3xbZHQzcEtElDQYtCVKJh6XaJxw4D/i+gVfBC7+oaibFWk5o4GlvwImXS+yws7tBN5bDhz9eMBfPs/YzuC7q76LH675ISrsFcg3ZuJx7RD8K+cyzCiYEeYXkOCsRcF1Bm2JIk6v1ePSoZfil5f8Euu+sg5PzH8CC4oXQK/R40TzCTyz6xksfnMxbv/4drx/8n04PI6ed5bSoRkZSyP0bdgc8Xeo6TTQcKr7bTwuUZcdAEYtjN7YYo0kAVNuFOsnVovGZNF0ap3I8LVkA6Xzo/vc/WVKF8E8ADj6IVCxQ93xnM9hAzb8FvjsKXEAPb0YWPwIMOUr4QmGazQiU/eyH4va+A0ngA9/LEqRxLt9bwKH3xXrM78d9fIP8rjPAdNvFVeOfghs/ZOorUtERAmPQVuiZNHeBKx6SGRWaHTA7O8CU26Ibo0+rQ6Y9CXgyl+JIK7HIToVr7wfaK4IeTdunxsv7n8R1664FhsqNkCv0eO2SbdhxbSf4kpNOiRml/Vfx/IIbERGFFVmnRlLhy/Fbxf8Fmu/shYPz30Y0/OnQ4aMTZWbcM+n92DB6wvw8KaHsbd2b9fyCRalGVnHoO346L6IeGJME9mzQDAwe74zW0TjK0sOUDAlemOLRQUTRd1OnwfY90b0ntfrEZmFADD+KkAbBw1Eiy70l4QCsPkF9UpKnO/MVpFde3pjsHbt0seA7JHhf66iC0W5hKyRogTX2l8Be9+I3yDjwXeA/W+K9WnfAEYtUmccYxaL7+6QxFkAm58HfF51xkJERFHDoC1RMmg6I5pD1B8Xp8te/hN16/OlDwUWPSy+/OqMombgB3cD+/8tfqT14lD9Idz03k34zY7fwOF1YFbBLLx19Vv4wUU/gEX5QaA3R/41JBrWtCWKCVaDFV8c/UW8tPQlvP/F93HHlDtQlFKEFncL3jj6Bm5+/2Zcu+Ja/PPQP2Fz2cSDlExbW0UwczQ3jN3ME5HyN7Dss+7/7iilEUZeHnuNr9SgZNue+lR8p4iGsk/FgQijFRgZR9nOU24SNWKdNhG4VfNUdmeLyK799El/du1Qf3btDZENgqfmAlc85A9wyiLoufYxke0bT458COz+l1ifcmMwIK+W0suAi38g6myXfSbOnuvjezMREcU3fgslSnSVe4CVPxM/fFLzxZf1/Bio86rRiC+/n3sq2Lxj7+vAR/cCdce7bO71efHnfX/GTe/dhMMNh2E1WPHzi3+OPy3+E4anDxcbudvEUm+J2stIGCk5IsNWowMsWWqPhogAFFuLcefUO/HBdR/gz4v/jM+Xfh4mrQnHm47jl1t/iYWvL8R9n92HvT67yL49ux2ALP49p2SrPfzYVjBFBAOdNvF3siPbOaDmEAAJKL1cleHFnOyRwNAZAGRg3+uRfz6fL1jKafxV0SnjFC46A3Dx/4igaOVu0cRNDWe2BbNrIYmawEt/GZns2u5o9cDM24A5d4r1qr2iXEI33/Fi0onVwI6XxPrE64ALrlF1OAHD5gKXLBff185sBT79dew3viMiogFj0JZilyyLemBN5WqPJD7JsmgEsfaXgLtdZF0tfqRz7dJYkJIj6p/NuUsEDZvKgY/vA3b8DXCLGo6V9kp8++Nv47c7fwuP7MGikkVYcc0KXDPqGkgdyzu428WSmbb9J0nAwp8BC+5jpi1RjNFIGswqnIXHLnkMq768CvfOvBejMkbB4XXgnRPv4OY9v8H1npN4zXkOdtnLLNtQaHXA8Hli/dTazvcd79CAjMHvoCk3AJBEoKj+ROSep70J2PQcYK8W3wtGL47cc0VK+lDgwq+L9d3/AhrLovfcHiew5Y8imOdoBqxDgCWPAlNvVKfExIhLgcWPioanbfXAJw8Mqp9BVBx+X7yHADDu86IfQywZOh2Yf7f473luF7Dul4HvzERElFgYtKXY1NYArHkUWPc48P7/iXpYtUfUHlX8cNrFKVPb/gzIPmD4JSIYZ7KqPbLuSRIw4hLg80/5f0TLIjPl/f+H93e+gOtWXIft1dth1pnx8NyH8dRlTyHb3M0PaQZtBydzOJDHOphEscxqsOKm8Tfhravfwt+v/DuuHnk1jBoDjsCJR3xVWOA5igdte3Gg/oDaQ419SomEip3iNHIA8LpF8ysgvk7Jj4b0oeJvNQDseSX8+/d5xeno7/4IOL0BgL8Jmt4U/ueKhtFXAEOmiTOJNjwjgqmR1nwW+Ogn/vIeEjDhC9HNru1J5jBgyS+A4pni/dj+FxGYj7VAo88nkgZ2/g2ADIxZClz41ej2fwhV4RTgsp+IMmPVB8TvJler2qMiIqIwY9CWYs+ZrSJQW7VPnPoDCTi3UzSrWvmAOKIcy0fn1VZ9QNSHLd8sal5NuTF4alqsM6UDc78PzL8HLeZ0/Lh5N+7Z9zxa3C2YnH0B3rzqTXxx9Bc7Z9d2FCiPwKAtESU2SZIwNW8qHp33KFZd+wHu1uRjBAxoh4x/V2/GDe/egBvevQH/OfYfODwxFhiJFZnDxMEqnwco2yBuO7tNBHDNWUDRVDVHF5smXS++m1XtA6r2h2+/tUdEsHHHS+JveVYpsPjnwGiVmj6FgyQBs74DmDJEveldf4/cc8myOJ3/wx+LwK0pXfQvmHpT7JSWMKQA85b7g6AaUZP145+KciSxwOMCNvwmWM5i6s2i90IsBmwV+ROABfeLsmB1R4HVjwQPQBERUUJg0JZih9sBbPmDaJbgsosfUlc+Dlz1tMh20ehEV+y1vxRfSk9vit9OtJHg9YhT8Fb9XJx+llYgfvBccE1sf+Hsxg6djC95y/Ce3AwNgDs0OfirIwUljRW9B+yVjA3WtCWiJJKekoevWYbjHd1IvGQah2UjlkGv0eNA/QHcv/F+LHxjIZ7Y9gTKbSw31MWI+WJ5ar1YHu/YgEyrzphiWWoeMHKBWN/zyuAPojuagc2/FwfmG8tEYG/Gt8Xp9DmjBz1c1ZnSxYFzQJSsOrs9/M/hagM2PiO+Q3vdQMFk8f25cHL4n2uwJEnUKF54vwhmN58V3+nLN6s7LkczsPphkTii0YmaxBOujo/vzzmjxPtpTAMaTgKfPAS0N6o9KiIiChMGbSk21J8APrxHZAlAAsZfLb6wpw8RwcdZtwNXPyvqSumM4ov9hqeB934kfmB53Sq/AJU1V4g6sAffASCLH1RLf6X+6XD95Pa58czOZ/Ctj76Fc62VGJI6BH+b8wjuzLwQepe/5MP6X4vyGd3ugI3IiChJWXIgSRKmF8zAry79FT65/hP8aNqPMCR1CGwuG14++DI+95/P4Tsrv4PV5avh8bHjOABg+MXirJSGEyKgVr0fbEDWhwu+KM7eqT8ueg8MhM8n6pr+94fAybXittLLgc//RpQV0CTQT5TCyeL7KyAC1D19hxmI+hP+RIaNInt1yo0iw9acEb7niIS88cCVvxRLjxP47DeiLIFXhc+llirg458BdcfEQYMF94lmX/EkawSw6EHAnAk0nxGB29Z6tUdFRERhoFN7AJTkfD7g4NvAvjcB2QtYsoHZ3wMKJnbd1pIFXPQ1kTl69CPgyAfii9bWP4rHj/scMGpR/NY+GwhZBo5/Impved2iYces74iaYXHmtO00frz+x9hfL063vHrk1bh35r1INaQCI5eJLtIH3wEqtgM1B8Rpa6MWdc6CYE1bIkpWaflA46lAXeosUxa+NfFbuGXCLdhwbgNePfwqPqv4DBvPbcTGcxtRkFKA68dcj2tHX4scc47Kg1eRKR0oulD8bdn0vLitcAqQmqvuuGKZJQsYu0z8Td7zqqjb2p+MxLpjoua+0pwrczgw/VYgd0wkRhsbptwgDgg0lgGbfwdc/tPBZXHK/tr/u/8lyntYckR2aDy9h+ZMYMHPxBw6tEK8nvrjwLwfiTkWDbVHgfWPi5ICKTmiRmz6kOg8d7ilDxWB21U/B1oqgU/uF6UT0vLVHhkREQ0Cg7akHnutaEJQe1hcL5kNzLgNMKb2/jhjGjDpSyJr4cQq4NB/gfYGUSvswH+AsVcCY5aI7RKZo1mcCqdkuRRMEgHvaH3RDRNZlvHvY//G49seR7unHWmGNNw/534sHb40uJFWD0z+spgjW/4gvtRv+7NoVDLzdsBaJLZjTVsiSlaTvwKkFwOjl3S6WavR4tKhl+LSoZfiTMsZvHH0Dfzn2H9Q1VqFZ3c9i9/v+T2uKLkCXxn3FVyUd1HPNcMTWel8EbRV/oYop/9Tz8ZfJU73bz4j/hYPn9f3YxzNwO5XgJNrxHW9RQQzRyVYZm13tHpg7g/EWWVV+4DD74r3cCCcLcDmF8ScBYChM4BZd/T9/TkWabTAhTcDOWOAzc+Luqwf3CMC0N0lcIRT+RZg07Mi6SFrJDD/7tjPUO5LWgFwxUPAqocBezXwyQMiMB6vgWgiImJ5BFJJ2QbRLKv2sCh3MPu7wMU/7N8XTr1JZNde/awI3KXmi1q4+94A3rkT2PlyeE9BiyXndolmbRU7RO2ti74usjbiLGDb6GjED9f8EA9tegjtnnbMLJiJt65+q3PAtqOMEuCKnwMX3QJoDUDNIfE+7H9LnFLHTFsiSlbWInFAs5emQ8VpxVg+bTk+uf4T/GLeLzA5dzI8Pg8+KPsA3/jwG7h2xbV47fBraHUnWQfyoovEmSqAyLwdMk3d8cQDY1ow6Lj39d5Pa/f5RID33R8FA7Yj5oueBWOWJH7AVpE+RDS2AkR2acPJ/u+j5rAIalZsF9//pn8LuOR/4zNg21HxDGDpL8X3PKdNNNQ68HbkGg8ffk+UZPC6xb//hffHf8BWkZIjMm6tQ0Rt208eBBpPqz0qIiIaIGbaUnS5WoHtL4qOsQCQPQqY+31xZHigtHpg1EJRC+3MFlFuobFMfCE7+hEw4lJRI9daGI5XoC6PC9j9T+Doh+J6+lDx/mUOV3VYA7GhYgPu23Af6trroNPo8IMLf4BbLrgFGqmPH28aDTBumcgs2fpHoGovsPc10cSCNW2JiPpk1Bpx1circNXIq3Cw/iBeP/I63jv5Ho43HccjWx7BUzuewlUjr8JXxn4FozMToBlUX7Q6oPQykf04apG4Tn0bu0yUqrJXi7q0oxd13abuOLD9L8EAZcYwYMatQO7YqA41ZoxcCJzbDZzdBmx4RgQqQynrFSgn9gYg+4C0QpGNmjUi0iOOnrQCYPEjwLa/AKfWiUZ3dceAOd8TtWbDwecDdr0s5i0g6idP+2biNR20ZInA7ZpHxW+iVQ+J5I4463VBREQM2lI01RwWpyG11gGQREbQBV8M3xcljQYYNkecQl+5Wxyhrz0smpudWAOUzAImXBO/X3AbT4vuwM1nxfUxS0Vd116yqmKR0+vEb3b8Bv889E8AQGl6KX55yS8xPnt8/3aUmiuabZxaL7KqmzpkETDTlogoJBOyJ+DBuQ9i+fTlWHF8BV478hrKbGV47chreO3Ia5iWPw03jL0BC0sWQq/Vqz3cyJlyo2gYlT9J7ZHED70JmHgtsOOvwP43xUFy5TuJwyaySU+sBiCLv8uTvwKMXpx4AbL+kCTRe6D+hKg7uvNl0Wy3N20Not5ytaj5j+GXADO+nZg9HJSz73LHANtfEhnFH/4YmLd88N/fPS7xO+TMVnF96s0iWzxRS8KYrCKDeM0vRFmxVQ8Dl/04UPeciIjiA4O2FHleD7D/36LeLGQgJVdkh0Yqy0KSRFORoguB2iMieHtup8jELN8syiik5IrThyw5QEq2f5krGqHFWhD0/GYTpnTxhbboQrVH1m9HGo7gx5/+GMebjgMAbhh7A5ZPXw6zboBBVkkStQiLpoofjac3imwMXQL+kCEiiiCrwYqvTvgqbh5/M7ZUbcFrh1/DmjNrsKN6B3ZU70C2KRtfGPUFfGHkF1CaUar2cMNPqxMNyKh/Ri0CDr0LtNUBxz4S/QaOrxJZki672GbEpSJAliinnw+WMQ2Yc6coAXBilZh3JbO63/bcbhGwddpEQHP6reJ7TyKTJDGvMkcAnz0F2GuAlT8TpSAGWm/a0Qyse1wELzU68f4PmxveccciQwqw4D7x2msOiszbS+8WB6iIiCguMGhLkWWrFM3G6kWQDiMuFachGaJ0+nruWOCye0SW6sG3gdObxGl89uqeH2O0+oO6IpgrGTOQaT8GNJwA0gvF/dE6Kt/WILoMV+0T14suAmbfIQK3ccQn+/CPg//A0zufhtvnRpYpCz+/+Oe4dOil4XkCU7o4TXDMleJHTaJmTRARRZgkSZhdOBuzC2ejqrUK/z72b7x59E3Utdfhxf0v4sX9L2Ji9kRcNfIqLBuxDBmmDLWHTGrS6sWZU1teEAfJT28S35cAUZ90+reY2dedgonAhKuBg+8AW/8gyoWlZAfv93qAfa+L+wHxXs77UbDxajLIHinKR2z6nUi+2PIHoPaomFP9SbBoqRLZpvZqEcS89P+Sa07qzSLD9tMngco9wLpfAZcsZ+1uIqI4waAtRYYsi2YTO/4KeJyixujM29Q7qp05TAT1Lvq6CCS31QGttUBrvX/df93rEtkMTlvgR4fG58OYmhpoV24RJRi0en9mbk6HZXYwe9ecFZ5s3TNbxRdUl10854VfF7W34iwgWd1ajfs23IfNlZsBAPOHzsdDcx9Ctjm7j0cOQO6Y8O+TiChJFaQU4M6pd+L2ybdj7Zm1WHF8BT6t+BT76/djf/1+PLH9CVw65FJcPfJqzBs6D0atUe0hkxpGXAocWgHYzgENdnG2y+Sv+JuMJXEphL5M+jJQtV9839z8PHD5feJ7pr0W2PhbUc8VEN/9Lvx67J0JFg3GNGD+3eJsvb2vi98WjadEuYS0/L4fX3tUBClddvEd/bKfiIZwyUZnFMHqDU8DZ7cD658UZz0Om6P2yIiIqA8M2lL4OVtEgyilZlTeeGDO9ztnEKjFnCku3ZFl8aWutQ5oq/cHdesgt9TAbtuGPLMVcDaLJZlO6wAAOIhJREFUTrMtleLSE1N6MKDbXXDXmNZz8NXtAHb+zV8HDqLJ2Nzvi6ZjcUSWZbx78l08tvUxtLhaYNKa8H8z/g/Xj7keUpwFnomIkpleo8cVw67AFcOuQH17PT449QFWnFiBQw2HsPrMaqw+sxoWnQWXDL0Ei0oW4ZKhlyBFH6bGQRT7NFpxFtXGZ8Wp/lNvEo2QqHdanfh+9+E9QPUBEfi2FgGbfy8aq+otwKw7ei6dkCwkSdROzh4lejs0lok6t3PuAob2ki1avkXUsPW6gayRIvibzCU6tHrg4h+JAwSnNwIbfiuSVRK93AYRUZxj0JYGT5YBdzvgahXNoLb9GWhvBCQtMPnLwPirReZArJMkEUw1pnVqduBzu3Gg6X0MW7ZMvIy2hg6ZukqAty54m9ctamc5moOnCJ6vu2zdlByRnbLnFXEqFyTRIGHyV+Kuk3Vdex0e2vQQ1p5ZCwC4IPsC/OKSX6A0PQHrIBIRJZFscza+OuGr+OqEr+Jo41G8e+JdvH/qfVS3VeOjso/wUdlH0Gv0mFs0FwtLFmJ+8XxkmRjAS3iFk4Hr/qT2KOKPtVAEvLe8IBq3QRa3Z48CLv6haLpKQuFkYOmvgA2/EVnI6x8XDYYnf7lrRvfh94Cdfwcgi9JiF/9PYjZu6y+tTiTSaI0ia3nz70TgdvQVao+MiIh6EF+RIIosr1tkmrpaxcVp919XbrOfd3tr8CJ7O+8rrVBkD2SPVOe1RIpWL07H6umULFkWmcZtdV1LLyjBXUdT39m65izRJKFgYsReSiTIsowPTn2AX2z9BZqdzdBpdPjelO/hmxO/CZ2GHzdERIlkTOYYLJ++HD+a9iMcqD+AT05/gk/KP8Fp22msO7sO686ugwQJY7PGYlbBLMwqnIVp+dNg0Ueprj1RPCi9DKjcLZrlAiLZIQ4P2EdFSjaw8EFg19+Box+KfhX1x0RQ1pQO+HzArpeBIx+I7UdfIYLiLNMRpNEAs74jSiYc/VAk23icwPjPqz0yIiLqBr8NJJsTq0V9J1dL56Crs0UcaR0MjU5kqRbPAqbcmJxHtCUJMFnFJauHrFKv+7zs3LrgelsDkDMauPCr4r2MI3XtdXhk8yNYVb4KADA+azwemfcIxmSyziwRUSKTJAkTcyZiYs5E/M9F/4MTTSfwSfknWFW+CocbDgcufzv4N+gkHSblTsKswlm4MPdCTMiewGZmlNwkCZj5HcA6VJQUi7MD9lGn1QHTvymaDW95QZSW+OAeYPb3gGMfA2e3ie2m3izOWGNJrq4kCZj2DRG4PfiOCIJ7ncAF1/L9IiKKMQzaJpuq/cDpDb1sIAEGC2BI9V9SAKN/aei4VNZTRHDRkAJoDfxDHwqtHkgrEJcEIMsy/nvyv3hi2xNocjZBJ+nwnSnfwa2TboVeo1d7eEREFEWSJGFU5iiMyhyFO6bcgbr2Omyt3IotVVuwpXILKuwV2FWzC7tqdgUeMyR1CCZkTwheshjIpSRjsACTr1d7FPFl2FwgowT49CnAVgGseVTcrtGJs9XUan4cLyRJJNloDcC+N0Sjt6p9gD5FZONKWvFeShqRqazR+m87f6k577ryGI1/vbdtOy6V5/E/ptfn5e/NfpFlwOcVZ8b6PIDsE9d9Xv+6x3+fso1PLF1OWNvKxZkAWo24XXm8si9l28BjOy6V5+n4mO629d8nyx3+m3c3VzQ9z51u508387jHeXj+vjXnPa67fXEeUnQwaJtsSmaLhlZKoNVwfkA2hR9AFLITTSfwyOZHsL16OwBgbOZYPDLvEYzLGqfyyIiIKBbkmHOwrHQZlpUuAwCcaTkTCOIeqDuA8pZyVNgrUGGvwMrTKwOPyzRmYph1GIpTi9HuaIe+XI/SzFIUpxWzyRkRCelDgSW/ALb+QTTXMqQAl/6fyFimvkkSMOlLIuN21z+AmkNqjyhEUi8B3V4Cex2Den1uqzvvMX3sV/KX4Dg/YBkIVCqBS3/gs7vg5vlBT+W+QIC0l217C5AqtbL7SevzYXxNDbTr18dHf5qoO28e9hkY7uv2Dgc6OgaLu51/3c3H8/Ydz/LGs6FpBwzaJpvimeJCNAh2lx1/3PdH/P3A3+GRPTBpTbhjyh34+oSvQ69ldi0REXWvOK0YxWnFuG7MdQAAm8uGw/WHcaD+AA7WH8TB+oMobylHo7MRjbWN2F27GwDwyWefBPaRok9BrjkX+ZZ85FpykWfJQ54lD1mmLKQb0pFuTIfVaEW6MR2p+lRoJP7YJEpYehMw9wfAyIWAtYg/9Adi/FVA7jig+Wzf2ZfdZUkGsjc9fW97fhCz2wBkh227JfuDmJ6ovk0Jp1Ogr2tWtSwDbU0+yJnDxZmivQUcOwUbdaEFLc8PUALnZd6eH4juI2DdZf50mJOdsovPf4znvGzk8/Yt+3p4AzkPI2b+3fws74BBWyIKmdfnxVvH38Jzu55Dg6MBADB/6HzcO+teDEkdovLoiIgo3lgNVswsnImZhcEDym3uNpS3lKPMVoZTjaew8dBG+NJ9KG8pR5OzCa3uVrS6W1FmK+tz/xpJA6tBBHDTDSKYm2ZIQ5o+DWmGNKQaUjutWw1WpOpTA+tmnRkSz0Aiim2SxFrAg5UzWlxiiSx3CK6dH0juLYDnOe8xfWx7fnCwz8BgDyUGJKmb0g7nl4k4L0NSCZYGgp29ZVd2lwms636/3T5fh8dIUp9n1/rcbux7/30UL14GrT6Jk3I6zcNe5kVPQeZOgeMQDmj0OMfPLzFx/mPOux7PDGlqjyCmMGhLRH2SZRmrz6zGc7uew/Gm4wCA4dbh+N/p/4v5Q+fzBy0REYWNRW/BuKxxGJc1Du4hbhSVF2HZ4mXQ6/Voc7ehpq0Gte21qG6rRm1bLWraalDdVo1mZ7O4uMSy3dMOn+xDk7MJTc6mAY1FK2mRok8RgV7/JVWf2uN6x8CvcrtBawjvG0RElAyUIKiShUmkBs5DUhmDtkTUI1mWseHcBjy36zkcqD8AQGRFfW/q9/DlsV9mozEiIooqi96C4enDMTx9eJ/burwu2Fy2YDDX2YwmZxNaXC2wu+1ocbUE1u0uO2wuW+B2u8sOj+yBV/bC5rLB5rINeMwGjaHbIG93F6uhcyZwmiGN2b5ERERESYpB2yTz94N/x87qnbDoLUjVpyJFn4JMUyZyzbnIteSiIKUABZYCaHkkKal5fB6sPL0SL+1/CYcaRFMCs86Mr47/Km654BakG9NVHiEREVHvDFoDcsw5yDHn9PuxsizD4XUEArgt7pbAuhLcPX+9xdWCFndLYN3utgMAXD4X6h31qHfUD+h1aCVtr8HdVENqp9tS9amw6C0w6Uyw6Cww68ww6UwwaAwM/hIRERHFEQZtk8ze2r34pPyTXrfRaXQYmjoUw6zDMCZzDCZkT8D47PEoSinil/0E1+Rowjsn3sErh19Bhb0CAGDSmvDlsV/GrZNuRZaJBcGJiCjxSZIEs84Ms86MPEvegPbh9XnR6mkNBnQ7ZPjaXDbYXfZO15VtOl6UbN/BlHhQaCSNCOBqTeK16c0wa82B16nX6qHX6KHT6DotO61r9dBJusBSp9FBq9FCK2mh0+igkTTQScHbtJK20/1aSQuNxr9Nh/u6bCNpAuvKfWwoR0REFL/aPe0403IGFS0VqG2vRX17Pera6wL9CpQD3w/OfRAX5l2o9nBjBoO2Seb6Mddjev502N12tLpbYXfb0eBoQG1bLWrba1HVWgW3z40yWxnKbGVYd3Zd4LFWgxXjs8djQtYEXJBzAablTxtQ9grFFp/sw87qnfj3sX/j47KP4fK5AACZxkzcOP5G3DD2BmSaMlUeJRERUXzRarSwGqywGqwDenzHbF/l0iW46+4a6G1xtaDN0waHx4F2TzvcPjcA8fdeaeIWjyRI0Gq0gaBwxwCxQWOAUWeEUWuEQWuASWuCQWuAUWsMXM6/3aQzIUWfAovOAove0mVp1pmhB8tAERERhUqWZZy1n8Wh+kMos5XhTMsZlNvKcablDGrba0PaR0N7Q4RHGV8YtE0y53doPp/X50VNWw3KW8pxsvkkDjccxqH6QzjWdAw2lw1bKrdgS+WWwPbDrcMxLX8apuVPw/T86ShMLYzGy6BBkmUZBxsO4sNTH+LDsg9R1VoVuG981nh8acyXcNXIq2DWmVUcJRERUfIKR7YvIEoeKQHc7i7KfS6fC26vGx7Z03np88DtE8vubvPKXnHxeUVmsM8Ln+wLrHe83yt7A4/xyb7g4zts55N93b4OGbIYAzxAFBtja6HFE28+IQK8/qCuWW+GRWdBij4lcHuKLgWphtROt59/segt7AdAREQJwevzosxWhoP1B0XcqOEQDtcfRou7pcfHWA1WFKcVI8+ShxxzDrLN2cgwZgSauabp0zA6c3QUX0XsY9CWOtFqtChMLURhaiFmFc4K3O7yunC86TgO1R/CwfqD2FO7B0cbjwYycv997N8AgKKUIkwvmI5ZhbMws2AmClIK1HopdJ5Wdyu2Vm7F+or1+PTsp6huqw7cl6pPxRXDrsD1Y67HxJyJLINBRESUIHQaHVIN4sdQPPDJvkAgt0vw19c5QKwEfl1eFxxeB1xeF5xeZ+By/nWn1wmnRyzbPe1o87Sh3S2Wbe42sfSvKxnKXnjR7GpGs6s5LK/PqDUGMnw7BnmVWsQ9BXwDF50I/qYaUlmnmIiIokKJBx1uOIyD9QdxqOEQjjUeQ7unvcu2eo0eYzLHYGTGSJSklaDEWoLitGIUpxWzN84AMGhLITFoDZiQPQETsifgOlwHAGh2NmNXzS7sqN6B7VXbcajhEM61nsOKEyuw4sQKAEBJWonI7i2YiRkFM1hOIUpkWUZ1WzUO1B/Armrx3+hQwyF45WBqiklrwqVDL8WyEcswb+g8GLVGFUdMREREJGrvaiSN6hmpbq8bze3NeG/le5h9yWy4ZFen4G6ruxVt7ja0eloD60r5sfPXW92tgfJTSvC4AYM//VMn6foM9CpBYYveEigT0bFkRGCp6XqbQWuAVtLGZGBYlmXIkOGTfZBlOZClrdzW8SJDhtfn7fY+H3zw+cRSluUu93Xatyx32r7jcyv3AQjUZ+5YH7rjbcrtJq0JRp0RZq0ZOo0uJt9nIko+be42HG08KjJnO5x57fF5umxr1pkxLmscxmeNx/js8RifNR6lGaWq/w1PJAza0oClG9NxWfFluKz4MgAik3N3zW5srdqKbVXbcKD+AMpbylHeUo43j74JABiVMQozCmZgVsEsTC+YziMtg+TxeVDZWolyWzlO206jvKUcZc1lONRwCA2Orj8GhqYOxbwh8zC/eD5mFMxgoJaIiIioG3qtHunGdGRoMlCaXgq9fnA/QN1et6gp7A/ydrx0F+S1u+2dgsIdL0pmk0f2wOayweayheMl90gJpOsk0WxOaRCnrCuN45TrgChnAQSDq8qy023+25XbegqEdgrAdrgtkWgkDYxaI8w6c6dazO0t7fhgzQdINaYGsrFT9amBoHzH9Y63pRpSodPwpz4R9UyWZdQ76nG04SiONR3DoYZDgVq03X3GduxxNC5rHMZnj0dJWgm0Gq0Ko08eCfNJ/vzzz+OJJ55AVVUVpkyZgmeffRYzZ/Zcu5XCL0WfgouHXIyLh1wMAGhxtWBH9Q5srdqKrZVbcaTxCI43HcfxpuN45fArkCBhXNY4zCyYiekF0zE5dzKyTFkqv4rY4Pa60eJuQZOzCfXt9YHOioGLow4VLRU4az/b7REvQBzlH5kxEpNyJmF6wXRMz5/OchVEREREKtBr9cjQZiADGYPel9fn7Zzt20eQVwn0KuUiOpaNOP82l9cFj9z5u6USMPWg+++csU4jaaCBJhB8liQpsN7TfVpJCwnnbafcj663KdsDIpju8XW+eGVvsDa0vya00+sMBEZ8si9QZ/p85ZXlA3rdZp25U53IVIMI/KYZ0oK3d1z3bxPY1pDKbDmiBCDLMpqcTThtO42TzSdxrPEYjjYexbHGY2h0Nnb7mFxzbiAwOyFrAsZnj0dhSiHPCFBBQgRtX3vtNSxfvhwvvPACZs2ahaeffhpLlizBkSNHkJc38MYNNDhphrROmbiNjkZsr96OrZVbsbVqK042nxRHcxoO4W8H/wZAZIJOyp2EKblTMClnEsZljYNBa1DxVfTO6/MG6qI5vU44PA44vI5OS+X2jtu0e9phc9lgd9vR4mqB3WUPXLe77HB4HSGPwaAxoDitGCXWEgyzDkOJtQRjM8diTOYYmHSmCL56IiIiIoo2rUaLNEMa0gxpEdm/UifY5XUFSgMElr5gwzilrrBX9sLn8wWayQGABCnw414JZkqShMD//Ovi/1KXAKkSCNWgmyCrpIEEKVC64fz7lMfEamkHhSzLcPvccHgdcHqCvyOU3xatzlZs3LoRYyePhcPn6BSct7vtaHWJzG27y442T1tgqQR+lSBwqB3bu2PSmgYU7O14m17LwC9RpLl9btS01aC6tTp4Jm7LaZxuPo3TLafR4uq+OZhG0qAkrQSjM0djbObYQImDXEtulF8B9SQhgrZPPfUUbrvtNnzzm98EALzwwgt477338OKLL+LHP/6xyqMjRaYpE1cMuwJXDLsCAFDbVottVduwtWordtXswsnmkzhrP4uz9rP44NQHAEQR65EZIzEyYyRGZYxCaXopRmWMwpDUIf1Ow3d5XWh2NqPZ2YwmZxOaXc2wu+xduie3edo6d1l2t6OqpQp/fe+vcPr8X6j8X6qUJhWRkqpPDXRVzDHnBC7ZpmwUphZiWNow5KfkQyNpIjoOIiIiIkoOSt1Vi96i9lASmiRJgdrB6CZHxe12o9nQjGWly/pVnsPj86DV3SoSQzokiCjrnW73J4y0uP3b+NeVwK/D64Cj3YG69roBv06j1hhS0DewTYfbTFoTTDpToM4yf/NQspBlGS6fCy2uFjQ6GsXF2XlZ21aLqtYqVLdVo669LlCCpieFKYUYZh2G0ZmjMSZzDEZnjsbI9JFM9IpxcR+0dblc2LFjB+69997AbRqNBosWLcKmTZtUHBn1JdeSi2Wly7CsdBkAwOayYX/dfuyr3Ye9dXuxr3YfGp2NONxwGIcbDnd6rFFrxHDrcORZ8gJBTUAcUVaOPisB2maXWHZ3ulG/9NE02Kg1wqQzBb5cdGwuYNQZO91u1pmDX0oMacGj0f6siVS9+OLC+jBERERERBQqnUaHdGP6oHqH9BX4PT/Ye37QV8n6BYLN9+od9YN+bQaNIfC7SvntpdT/7RjcVRq/KY3gdBoddFKwEZxWoxX3ScHrSoa2kgWuZHR3vA4gUCKjt207ZppHg5LNHk4erweH3YeRWpEKnVaEjdTIXFfqXgPoFJTs8XZlvUP8stv7Q9lHb/vp4bE+2RcoheL2ueH2usVSufivO73OTs0tOy396x2biIdCr9Ej35KPgpQCFKcVY5h1WOBSnFbM4GycivugbV1dHbxeL/Lz8zvdnp+fj8OHD3f7GKfTCafTGbhus4ni/W63G253ZDMnqWdmyYwZuTMwI3cGAPFBWNFageNNx3Gy+SRONJ/AyeaTKLOVwel14kjjERxpPNKv59BIGlgNVqQb0mE1WJFmSINZZ4ZZZw4EU006U+C6SWeCQTLg0L5DmDNtDlKMKYEvBB2P/Bq1xrAf+fV5ffB5E6vJAvWf8pnEzyZSC+cgqYnzj9TE+UdqUnv+WTQWWEwW5Jvy+964G16fN1C+we7uENh1d7i4elj3X3d6nZ1qLLt8LrhcLrSg+1O9Kfz+se4fag8hqUmQRFNMYwYyjZliacpEuiEdueZc5FvykZ+SjwJLATKMGT3HJOT4+1um9mdgpIX6uiS54yGCOHTu3DkMGTIEGzduxJw5cwK333333Vi3bh22bNnS5TEPPvggHnrooS63/+tf/4LFwtOAYp1P9qHR14g6Xx1afC2wy3bYfXZIkGCQDDBIBhglI8ySGRbJAotkgVkywyyZYZTCH1wlIiIiIiKi8PPKXnjggVt2ww03PLJY73Kbf+mBv9ay/3/Kus//P6/sDVz3yv4lREajDBni/8H/Kbd3e5vc/TbRFO3niwYZco/Zw/25PRz7AHrOMO7pOXXQQStpEfhfd+uSFkYYYZSMnWIYBnRYlwwwgGVBElVbWxtuuukmNDc3w2q19rhd3Gfa5uTkQKvVorq6utPt1dXVKCgo6PYx9957L5YvXx64brPZUFxcjMWLF/f6ZlFycrvdWLlyJa644op+1ZMiCgfOP1Ib5yCpifOP1MT5R2ri/CM1cf6R2hJ9Dipn/Pcl7oO2BoMB06ZNw6pVq3DNNdcAAHw+H1atWoW77rqr28cYjUYYjcYut+v1+oScDBQenB+kJs4/UhvnIKmJ84/UxPlHauL8IzVx/pHaEnUOhvqa4j5oCwDLly/HLbfcgunTp2PmzJl4+umn0draim9+85tqD42IiIiIiIiIiIioXxIiaPuVr3wFtbW1uP/++1FVVYWpU6fiww8/7NKcjIiIiIiIiIiIiCjWJUTQFgDuuuuuHsshEBEREREREREREcULtqEjIiIiIiIiIiIiiiEM2hIRERERERERERHFEAZtiYiIiIiIiIiIiGIIg7ZEREREREREREREMYRBWyIiIiIiIiIiIqIYwqAtERERERERERERUQxh0JaIiIiIiIiIiIgohjBoS0RERERERERERBRDGLQlIiIiIiIiIiIiiiEM2hIRERERERERERHFEAZtiYiIiIiIiIiIiGIIg7ZEREREREREREREMYRBWyIiIiIiIiIiIqIYwqAtERERERERERERUQxh0JaIiIiIiIiIiIgohjBoS0RERERERERERBRDdGoPIBbIsgwAsNlsKo+EYpHb7UZbWxtsNhv0er3aw6Ekw/lHauMcJDVx/pGaOP9ITZx/pCbOP1Jbos9BJf6oxCN7wqAtgJaWFgBAcXGxyiMhIiIiIiIiIiKiRNfS0oL09PQe75fkvsK6ScDn8+HcuXNIS0uDJElqD4dijM1mQ3FxMc6cOQOr1ar2cCjJcP6R2jgHSU2cf6Qmzj9SE+cfqYnzj9SW6HNQlmW0tLSgqKgIGk3PlWuZaQtAo9Fg6NChag+DYpzVak3IDwuKD5x/pDbOQVIT5x+pifOP1MT5R2ri/CO1JfIc7C3DVsFGZEREREREREREREQxhEFbIiIiIiIiIiIiohjCoC1RH4xGIx544AEYjUa1h0JJiPOP1MY5SGri/CM1cf6Rmjj/SE2cf6Q2zkGBjciIiIiIiIiIiIiIYggzbYmIiIiIiIiIiIhiCIO2RERERERERERERDGEQVsiIiIiIiIiIiKiGMKgLcWMxx57DDNmzEBaWhry8vJwzTXX4MiRI522cTgcuPPOO5GdnY3U1FRcd911qK6u7rTND37wA0ybNg1GoxFTp07t9rlef/11TJ06FRaLBcOGDcMTTzwR0hjfeOMNjBs3DiaTCZMmTcL777/f6X673Y677roLQ4cOhdlsxoQJE/DCCy/0ud9HH30Uc+fOhcViQUZGRrfbhPK6aOA4/3qef/X19Vi6dCmKiopgNBpRXFyMu+66CzabLaRxU984/3r//JMkqcvl1VdfDWncFBrOwZ7n4F//+tdu56AkSaipqQlp7NQ7zr/ePwNXrVqFuXPnIi0tDQUFBbjnnnvg8XhCGjf1LVnnX1lZGW699VaMGDECZrMZI0eOxAMPPACXy9XpdX/jG9/ApEmToNPpcM0114Q0Xgod51/P8+/IkSO4/PLLkZ+fD5PJhNLSUtx3331wu90hjZtCwznY8xwsKyvr9vvf5s2bQxp3WMhEMWLJkiXySy+9JO/fv1/evXu3vGzZMrmkpES22+2Bbe644w65uLhYXrVqlbx9+3Z59uzZ8ty5czvt5/vf/7783HPPyV/72tfkKVOmdHme999/X9bpdPLvf/97+cSJE/K7774rFxYWys8++2yv49uwYYOs1Wrlxx9/XD548KB83333yXq9Xt63b19gm9tuu00eOXKkvGbNGvnUqVPyH/7wB1mr1crvvPNOr/u+//775aeeekpevny5nJ6e3u02fb0uGhzOv57nX0NDg/y73/1O3rZtm1xWViZ/8skn8tixY+Ubb7yx1/1S6Dj/ev/8AyC/9NJLcmVlZeDS3t7e636pfzgHe56DbW1tneZeZWWlvGTJEnn+/Pm97pdCx/nX8/zbvXu3bDAY5Iceekg+duyYvHbtWnncuHHy//7v//a6Xwpdss6/Dz74QP7GN74hf/TRR/KJEyfkd955R87Ly+s0t+x2u3zHHXfIf/zjH+UlS5bIX/jCF/p4N6m/OP96nn8nTpyQX3zxRXn37t1yWVlZYJt77723r7eV+oFzsOc5eOrUKRmA/Mknn3T6Huhyufp6W8OGQVuKWTU1NTIAed26dbIsy3JTU5Os1+vlN954I7DNoUOHZADypk2bujz+gQce6PbD4sYbb5S/9KUvdbrtmWeekYcOHSr7fL4ex/PlL39Z/tznPtfptlmzZsnf+c53AtcvuOAC+eGHH+60zUUXXST/9Kc/7fmFdvDSSy/1GLRQ9PS6KLw4/3r329/+Vh46dGhI21L/cf51BkD+z3/+E9J+KDw4B3tWU1Mj6/V6+eWXXw5pv9R/nH9B9957rzx9+vROt61YsUI2mUyyzWYLad/UP8k4/xSPP/64PGLEiG7vu+WWWxi0jQLOv+7nn+JHP/qRPG/evH7tl/qHczA4B5Wg7a5du/q1n3BieQSKWc3NzQCArKwsAMCOHTvgdruxaNGiwDbjxo1DSUkJNm3aFPJ+nU4nTCZTp9vMZjPOnj2L06dP9/i4TZs2dXpuAFiyZEmn5547dy5WrFiBiooKyLKMNWvW4OjRo1i8eHHI46PYwPnXs3PnzuGtt97C/Pnzw7pfCuL86+rOO+9ETk4OZs6ciRdffBGyLIdlv9Q9zsGevfzyy7BYLPjSl74U1v1SEOdf32N2OBzYsWPHoPZN3Uvm+dfc3Bx43aQOzr+e59/x48fx4Ycf8jdIhHEOdp2DV199NfLy8jBv3jysWLGiX/scLAZtKSb5fD788Ic/xMUXX4yJEycCAKqqqmAwGLrU+8rPz0dVVVXI+16yZAneeustrFq1Cj6fD0ePHsWTTz4JAKisrOzxcVVVVcjPz+/1uZ999llMmDABQ4cOhcFgwNKlS/H888/j0ksvDXl8pD7Ov+7deOONsFgsGDJkCKxWK/785z+HZb/UGedfVw8//DBef/11rFy5Etdddx2+973v4dlnnx30fql7nIO9+8tf/oKbbroJZrM5rPslgfOv65g3btyIV155BV6vFxUVFXj44Yf7HDMNTDLPv+PHj+PZZ5/Fd77znZAfQ+HF+df9/Js7dy5MJhNGjx6NSy65JPAZSOHHOdh5DqampuLJJ5/EG2+8gffeew/z5s3DNddcE9XALYO2FJPuvPNO7N+/PyKNZm677Tbcdddd+PznPw+DwYDZs2fjhhtuAABoNBqUl5cjNTU1cPnFL34R8r6fffZZbN68GStWrMCOHTvw5JNP4s4778Qnn3wCALjjjjs67ZtiE+df937zm99g586deOedd3DixAksX7683/ugvnH+dfWzn/0MF198MS688ELcc889uPvuu0NuXED9xznYs02bNuHQoUO49dZbB/R46hvnX2eLFy/GE088gTvuuANGoxFjxozBsmXLAmOm8ErW+VdRUYGlS5fi+uuvx2233RaeF0z9xvnX/fx77bXXsHPnTvzrX//Ce++9h1//+tcDfBeoL5yDnedgTk4Oli9fjlmzZmHGjBn45S9/ia9+9avR/R2iWmEGoh7ceeed8tChQ+WTJ092un3VqlUyALmxsbHT7SUlJfJTTz3VZT991X71eDzy2bNnZafTKb///vsyALmmpkZ2u93ysWPHApf6+npZlmW5uLhY/s1vftNpH/fff788efJkWZZFoxK9Xi+/++67nba59dZb5SVLlsiyLMvV1dWd9n0+1rRVH+dfeo9j7ujTTz+VAcjnzp0LaXsKDedfeo9j7ujdd9+VAcgOhyOk7Sl0nIPpPY5ZlmX5W9/6ljx16tRet6GB4/xL73HMPp9PrqiokNva2uSDBw/KAOStW7f2uD31X7LOv4qKCnn06NHy1772Ndnr9fY4bta0jSzOv97nn+Lvf/+7bDabZY/H0+e21D+cg6HNweeee04uKCjoc7tw4eFZihmyLOOuu+7Cf/7zH6xevRojRozodP+0adOg1+uxatWqwG1HjhxBeXk55syZ0+/n02q1GDJkCAwGA1555RXMmTMHubm50Ol0GDVqVOCi1DSZM2dOp+cGgJUrVwae2+12w+12d8l60Gq18Pl8AIC8vLxO+6bYwfnXP8o+nU7noPZDAudf/+zevRuZmZkwGo2D2g8FcQ72zW634/XXX2eWbQRw/vVNkiQUFRXBbDbjlVdeQXFxMS666KJ+74e6Sub5V1FRgcsuuwzTpk3DSy+9xOxtFXD+9W/++Xw+uN3uwL5p8DgH+zcHd+/ejcLCwn6/7gGLWniYqA/f/e535fT0dHnt2rVyZWVl4NLW1hbY5o477pBLSkr+f3v3HhTldf4B/Lsqt2UBwQuEGkHRADIiF5OwoQhqFatSSCwmEbl5CWlRQpu0adomUUNoSUmINoM4XlhCvKBGUoOgk0ZQwEuiLgqyIlCMsQFrGqUSUQGf3x+O788NFxcvgUy+n5mdYc973vM+79lnBJ85e17Zu3evHDlyRLRarWi1WqNxamtrRa/XS0JCgjzyyCOi1+tFr9fLtWvXRETkwoULsnr1ajEYDKLX6yUpKUksLS3l8OHDPcZXXl4ugwYNkvT0dDEYDPL666+LmZmZVFZWKn2Cg4PFy8tLiouL5V//+pdkZ2eLpaWlZGZm9jj2F198IXq9XpYvXy4ajUaJ+fLlyybfF90b5l/3+bdr1y7ZsGGDVFZWSkNDgxQUFIinp6cEBgb2ao6pe8y/7vNv586dsnbtWqmsrJTa2lrJzMwUtVotr732Wq/mmHrGHOz5d7CIyLp168TS0rLTShO6d8y/nvPvrbfekhMnTkhVVZWsWLFCzMzMJD8/39TppTv4sebfuXPnZMyYMTJ16lQ5d+6c0b3f7uTJk6LX6yUsLExCQkKU+6L7g/nXff598MEHkpeXJ9XV1VJfXy95eXni7OwsUVFRvZpj6hlzsPsc1Ol0smnTJjEYDGIwGOTNN9+UAQMGyIYNG3o1x/eCRVvqNwB0+crOzlb6tLa2yq9//Wuxt7cXtVotTz75ZKc/LIKDg7scp6GhQURu/mMREBAg1tbWolarZerUqXLo0CGTYty6das88sgjYm5uLl5eXrJr1y6j442NjRIXFyfOzs5iaWkp7u7u8vbbb8uNGzd6HDc2NrbLmIuLi02+L7o3zL/u82/v3r2i1WrFzs5OLC0tZezYsfLyyy+zcHEfMf+6z7+ioiLx8fERjUYj1tbWMmHCBMnKyjLp60tkOuZgz7+DRUS0Wq3MmzfPpFipd5h/Peff5MmTld/Bjz/+uBQWFpoUM5nmx5p/2dnZ3d777VxcXO7Yh+4e86/73NqyZYv4+fkpfwOOGzdOUlNTpbW11aS4yTTMwe5zUKfTiaenp6jVarG1tZXHHntMtm3bZlLM94tKRARERERERERERERE1C9w0xoiIiIiIiIiIiKifoRFWyIiIiIiIiIiIqJ+hEVbIiIiIiIiIiIion6ERVsiIiIiIiIiIiKifoRFWyIiIiIiIiIiIqJ+hEVbIiIiIiIiIiIion6ERVsiIiIiIiIiIiKifoRFWyIiIiIiIiIiIqJ+hEVbIiIioj4SFxeHiIiIPrt+dHQ0UlNT++z6XVm2bBl8fHz6Oow7UqlU+Oijj/o6DHoAsrKyEBYW1tdhEBER0Y8ci7ZERERED4BKperxtWzZMqxcuRI6na5P4jt+/DgKCwuRlJSktIWEhCA5OblTX51Oh8GDB39/wd2j48eP4xe/+AWGDx8OS0tLuLq64umnn8Z//vOfvg6tRw0NDZg3bx6cnZ1haWmJESNGIDw8HKdOnerr0B64v/zlL3j00UdhY2OD4cOHIyIiAjU1NUZ9rl69isTERAwZMgQajQZz5szB+fPnjfokJSXB398fFhYW3Rb/t27dCh8fH6jVari4uOBvf/ub0fEFCxbg2LFjKC0tva/3SERERNQbLNoSERERPQCNjY3K691334Wtra1R20svvQQ7O7s+K4b+/e9/R2RkJDQaTZ9c/7tEBO3t7fc8zoULFzB16lQ4ODhgz549MBgMyM7OhrOzM7799tv7EOmD0dbWhmnTpqG5uRk7duxATU0N8vLyMH78eFy6dKmvw7tvrl+/3mX7vn37kJiYiEOHDuGTTz5BW1sbpk+fbvSZ/eY3v8HHH3+Mbdu2Yd++ffjqq6/w1FNPdRprwYIFePrpp7u8TlFREaKiovD888+jqqoKmZmZyMjIwHvvvaf0MTc3x7x587Bq1ap7vFsiIiKiu8eiLREREdED4OTkpLzs7OygUqmM2jQaTaftEUJCQrB06VIkJyfD3t4ejo6OWLt2Lb799lvEx8fDxsYGY8aMQVFRkdG1qqqq8POf/xwajQaOjo6Ijo7G119/3W1sHR0d2L59+z19BXz16tVwc3ODubk53N3dkZubqxw7c+YMVCoVKioqlLZLly5BpVKhpKQEAFBSUgKVSoWioiJlZWRZWZnRNfbv3w8zMzM0NTUZtScnJyMoKKjLuMrLy9Hc3Ix169bB19cXo0aNwuTJk5GRkYFRo0Yp/U6ePInZs2fD1tYWNjY2CAoKQn19PQDg888/x7Rp0zB06FDY2dkhODgYx44d63E+vvzyS8ydOxeDBw+Gg4MDwsPDcebMmTtNo1E89fX1yMzMREBAAFxcXBAYGIiUlBQEBAQYzdntRdyKigqoVCrlWrdWRRcUFMDd3R1qtRq//OUvceXKFeTk5MDV1RX29vZISkpCR0eHMo6rqytSUlIQExMDjUYDFxcX7Ny5ExcuXEB4eDg0Gg28vb1x5MgRo7jLysoQFBQEKysrPPzww0hKSjIqtLq6uuKNN95ATEwMbG1t8dxzz3V5/7t370ZcXBy8vLwwYcIE6HQ6nD17FkePHgUANDc3Y/369XjnnXcwZcoU+Pv7Izs7GwcOHMChQ4eUcVatWoXExESMHj26y+vk5uYiIiICzz//PEaPHo1Zs2bhlVdeQVpaGkRE6RcWFoadO3eitbXVhE+PiIiI6P5j0ZaIiIioH8nJycHQoUPx2WefYenSpfjVr36FyMhIPPHEEzh27BimT5+O6OhoXLlyBcDNYuiUKVPg6+uLI0eOYPfu3Th//jzmzp3b7TVOnDiB5uZmTJw48a5izM/PxwsvvIAXX3wRVVVVSEhIQHx8PIqLi3s91h/+8Af89a9/hcFggLe3t9GxSZMmYfTo0UYF4ba2NmzcuBELFizocjwnJye0t7cjPz/fqAh3u3//+9+YNGkSLCwssHfvXhw9ehQLFixQVvpevnwZsbGxKCsrw6FDhzB27FjMnDkTly9f7nK8trY2hIaGwsbGBqWlpSgvL4dGo8GMGTO6XVn6XcOGDcOAAQOwfft2o2Lq3bhy5QpWrVqFLVu2YPfu3SgpKcGTTz6JwsJCFBYWIjc3F2vWrMH27duNzsvIyEBgYCD0ej1mzZqF6OhoxMTEYP78+Th27Bjc3NwQExOjzGt9fT1mzJiBOXPm4MSJE8jLy0NZWRmWLFliNG56ejomTJgAvV6PV1991aR7aG5uBgA4ODgAAI4ePYq2tjb87Gc/U/p4eHhg5MiROHjwoMlzc+3aNVhaWhq1WVlZ4dy5c/jiiy+UtokTJ6K9vR2HDx82eWwiIiKi+0qIiIiI6IHKzs4WOzu7Tu2xsbESHh6uvA8ODpaf/vSnyvv29naxtraW6Ohopa2xsVEAyMGDB0VE5I033pDp06cbjfvll18KAKmpqekynvz8fBk4cKDcuHHDqD04OFjMzMzE2tra6GVhYWEU/xNPPCGLFy82OjcyMlJmzpwpIiINDQ0CQPR6vXL84sWLAkCKi4tFRKS4uFgAyEcffWQ0zuuvvy4TJkxQ3qelpYmnp6fy/sMPPxSNRiMtLS1d3puIyB//+EcZNGiQODg4yIwZM+Stt96SpqYm5fgrr7wio0aNkuvXr3c7xu06OjrExsZGPv74Y6UNgOTn54uISG5urri7uxvN57Vr18TKykr27Nlj0jVERN577z1Rq9ViY2MjkydPlhUrVkh9fb1y/NacXbx4UWnT6/UCQBoaGkTkZq4BkLq6OqVPQkKCqNVquXz5stIWGhoqCQkJynsXFxeZP3++8v5Wnr366qtK28GDBwWANDY2iojIwoUL5bnnnjO6h9LSUhkwYIC0trYq40ZERJg8ByI353vWrFkSGBiotG3cuFHMzc079X300Ufl97//faf27+bRLWvWrBG1Wi3//Oc/paOjQ2pqasTDw0MAyIEDB4z62tvbi06n61XsRERERPcLV9oSERER9SO3rzYdOHAghgwZgvHjxyttjo6OAKA8VOv48eMoLi6GRqNRXh4eHgCgfN3/u1pbW2FhYQGVStXpWFRUFCoqKoxeK1asMOpjMBgQGBho1BYYGAiDwdDr+73Tat+4uDjU1dUpX4HX6XSYO3curK2tuz3nzTffRFNTE7KysuDl5YWsrCx4eHigsrISwM0tBYKCgmBmZtbl+efPn8fixYsxduxY2NnZwdbWFi0tLTh79myX/Y8fP466ujrY2Ngon4GDgwOuXr3a7WfQlcTERDQ1NWHjxo3QarXYtm0bvLy88Mknn5g8BgCo1Wq4ubkp7x0dHeHq6mq0f7Gjo2OnB7Pdnnu38uxOuafT6YxyLzQ0FDdu3EBDQ4NyXm9XdCcmJqKqqgpbtmzp1XmmWLx4MZYsWYLZs2fD3NwcAQEBeOaZZwAAAwYY/9fIyspKWdFORERE9H0b1NcBEBEREdH/+24hUaVSGbXdKrTeuHEDANDS0oKwsDCkpaV1Guuhhx7q8hpDhw7FlStXcP36dZibmxsds7Ozw5gxY4zahg8f3qt7uFX8ktu2J2hra+uyb0/F11vXDgsLQ3Z2NkaNGoWioiJlX9yeDBkyBJGRkYiMjERqaip8fX2Rnp6OnJwcWFlZ9XhubGws/vvf/2LlypVwcXGBhYUFtFptt1sdtLS0wN/fHxs3bux0bNiwYXeM9XY2NjYICwtDWFgYUlJSEBoaipSUFEybNs3keb1TDt1qu5VDXZ13K8/ulHsJCQlISkrqFMPIkSOVn+/0Gd9uyZIlKCgowP79+zFixAil3cnJCdevX8elS5eMHt53/vx5ODk5mTy+SqVCWloaUlNT0dTUhGHDhuHTTz8FgE774H7zzTe9/vyIiIiI7hcWbYmIiIh+wPz8/PDhhx/C1dUVgwaZ9qedj48PAKC6ulr5uTc8PT1RXl6O2NhYpa28vBzjxo0D8P+FysbGRvj6+gKA0UPJemvRokV49tlnMWLECLi5uXVa5Xsn5ubmcHNzUx6Q5e3tjZycHLS1tXW52ra8vByZmZmYOXMmgJsPGevpwW5+fn7Iy8vD8OHDYWtr26vYeqJSqeDh4YEDBw4AMJ5Xe3t7APc2r/fKz88P1dXVnYr8d0NEsHTpUuTn56OkpMTooXEA4O/vDzMzM3z66aeYM2cOAKCmpgZnz56FVqvt9fUGDhyIn/zkJwCAzZs3Q6vVGhVo6+vrcfXqVSV/iYiIiL5v3B6BiIiI6AcsMTER33zzDZ599ll8/vnnqK+vx549exAfH9/tA62GDRsGPz8/lJWV3dU1f/e730Gn02H16tWora3FO++8gx07duCll14CcPNr5QEBAcoDxvbt24c///nPd32PoaGhsLW1RUpKCuLj43vsW1BQgPnz56OgoACnT59GTU0N0tPTUVhYiPDwcAA3V3P+73//wzPPPIMjR46gtrYWubm5qKmpAQCMHTsWubm5MBgMOHz4MKKionpcnRsVFYWhQ4ciPDwcpaWlaGhoQElJCZKSknDu3DmT7rGiogLh4eHYvn07qqurUVdXh/Xr12PDhg1K3GPGjMHDDz+MZcuWoba2Frt27cLbb79t0vgPwssvv4wDBw5gyZIlqKioQG1tLf7xj390ehCZKRITE/HBBx9g06ZNsLGxQVNTE5qamtDa2grg5grwhQsX4re//S2Ki4tx9OhRxMfHQ6vVIiAgQBmnrq4OFRUVyrm3tvi4tUr666+/RlZWFk6dOoWKigq88MIL2LZtG959912jeEpLSzF69GijbSaIiIiIvk8s2hIRERH9gDk7O6O8vBwdHR2YPn06xo8fj+TkZAwePLjTHp23W7RoUZdf5zdFREQEVq5cifT0dHh5eWHNmjXIzs5GSEiI0mfDhg1ob2+Hv78/kpOTkZKSclfXAm5utxAXF4eOjg7ExMT02HfcuHFQq9V48cUX4ePjg4CAAGzduhXr1q1DdHQ0gJtbJ+zduxctLS0IDg6Gv78/1q5dq6y6Xb9+PS5evAg/Pz9ER0cjKSmpxy0i1Go19u/fj5EjR+Kpp56Cp6cnFi5ciKtXryorb0tKSqBSqXDmzJkuxxgxYgRcXV2xfPlyPP744/Dz88PKlSuxfPly/OlPfwJwc6uCzZs349SpU/D29kZaWto9zeu98vb2xr59+3D69GkEBQXB19cXr732GpydnXs91urVq9Hc3IyQkBA89NBDyisvL0/pk5GRgdmzZ2POnDmYNGkSnJycsGPHDqNxFi1aBF9fX6xZswanT5+Gr68vfH198dVXXyl9cnJyMHHiRAQGBuLkyZMoKSnBY489ZjTO5s2bsXjx4l7fBxEREdH9opLbN8UiIiIioh+F1tZWuLu7Iy8v766+Xv59W7hwIS5cuICdO3f2dSh3JTs7G6mpqaiuru72AWjUP5w8eRJTpkzB6dOnYWdn19fhEBER0Y8U97QlIiIi+hGysrLC+++/3+Nerf1Bc3MzKisrsWnTph9swRYACgsLkZqayoLtD0BjYyPef/99FmyJiIioT3GlLRERERH1WyEhIfjss8+QkJCAjIyMvg6HiIiIiOh7waItERERERERERERUT/CB5ERERERERERERER9SMs2hIRERERERERERH1IyzaEhEREREREREREfUjLNoSERERERERERER9SMs2hIRERERERERERH1IyzaEhEREREREREREfUjLNoSERERERERERER9SMs2hIRERERERERERH1IyzaEhEREREREREREfUj/wdLNezMkCdMdQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n",
    "from scipy.signal import cwt, morlet\n",
    "\n",
    "# 连续小波变换函数\n",
    "def perform_cwt(data, wavelet_func, widths):\n",
    "    cwtmatr = cwt(data, wavelet_func, widths)\n",
    "    return np.abs(cwtmatr)\n",
    "\n",
    "# 小波分析和绘图函数\n",
    "def wavelet_analysis_and_plot(streamflow_data, wavelet='morl', save_path=None):\n",
    "    # 提取的流量数据\n",
    "    streamflow_values = streamflow_data['streamflow'].values.squeeze()\n",
    "    \n",
    "    # 连续小波变换\n",
    "    widths = np.arange(1, 31)\n",
    "    streamflow_cwt = perform_cwt(streamflow_values, morlet, widths)\n",
    "    cwt_row = streamflow_cwt[10, :]  # 选取特定行\n",
    "\n",
    "    # 保存拟合数据\n",
    "    if save_path:\n",
    "        fit_data = pd.DataFrame({'Time': streamflow_data['time'].values, \n",
    "                                 'Original_Streamflow': streamflow_values, \n",
    "                                 'Wavelet_Streamflow': cwt_row})\n",
    "        fit_data.to_csv(save_path, index=False)\n",
    "\n",
    "    # 绘制图表\n",
    "    plt.figure(figsize=(14, 6))\n",
    "    plt.plot(streamflow_data['time'], streamflow_values, color='tab:orange', alpha=0.7, label='Original Streamflow')\n",
    "    plt.plot(streamflow_data['time'], cwt_row, color='tab:green', label='Wavelet Transformed Streamflow')\n",
    "    plt.xlabel('Time (Hourly Scale, Summer 2019)')\n",
    "    plt.ylabel('Streamflow')\n",
    "    plt.title('Comparison of Streamflow and Wavelet Transformed Data')\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "# 调用函数示例\n",
    "wavelet_analysis_and_plot(streamflow_data, wavelet='morl', save_path='wavelet_transformed_streamflow.csv')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb06790a-e886-432a-905a-8424f3ade14f",
   "metadata": {},
   "source": [
    "# 3 结果分析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c354be4-e437-470d-a9f0-e44229618f73",
   "metadata": {},
   "source": [
    "### 从结果图上看，低通滤波和滑动平均以及傅里叶变换的效果较好，论文其他两种(卡尔曼滤波和抗差修正)复现的结果因为数据结构跟原文描述的不太一致以及超参数调整问题，拟合的效果较差，比较贴合源数据，而小波变换的结果更为离谱仅能获取到源数据的大起伏变化其他一概学习不到。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b49387a3-6b6f-4e19-b97c-4c7d727eca7e",
   "metadata": {},
   "source": [
    "### 各个算法之间拟合效果的直接差距不太大。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ec2b820c-8d6e-4694-80f4-c1c5c7121892",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "env_926",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
